eMLR - assumption testing

workflowr

• Summary
• Checks
• Past versions

Last updated: 2021-10-18

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_assumption_testing.Rmd) and HTML (docs/eMLR_assumption_testing.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File	Version	Author	Date	Message
html	046c556	jens-daniel-mueller	2021-10-07	Build site.
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html	6969c18	jens-daniel-mueller	2021-10-07	check data distribution
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html	410dd46	jens-daniel-mueller	2021-09-22	Build site.
html	5a36231	jens-daniel-mueller	2021-09-22	Build site.
html	c0bbbe4	jens-daniel-mueller	2021-09-22	Build site.
html	9eac969	jens-daniel-mueller	2021-08-30	Build site.
html	3a584b7	jens-daniel-mueller	2021-08-30	Build site.
html	6e17588	jens-daniel-mueller	2021-08-24	Build site.
html	deb425c	jens-daniel-mueller	2021-08-24	Build site.
html	534854b	jens-daniel-mueller	2021-08-19	Build site.
html	77f4ba7	jens-daniel-mueller	2021-08-19	Build site.
html	ece96df	jens-daniel-mueller	2021-08-19	Build site.
Rmd	eb50c9e	jens-daniel-mueller	2021-08-19	test with gap filling after strong removal of outliers
html	27c99b8	jens-daniel-mueller	2021-08-19	Build site.
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html	1cbf907	jens-daniel-mueller	2021-07-02	Build site.
html	955f5dc	jens-daniel-mueller	2021-06-29	Build site.
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html	7e1f407	jens-daniel-mueller	2021-06-10	Build site.
html	2cbe18c	jens-daniel-mueller	2021-06-10	added zonal mean section control plots
html	69c79d0	jens-daniel-mueller	2021-06-08	Build site.
html	1772903	jens-daniel-mueller	2021-06-07	Build site.
html	594ed9a	jens-daniel-mueller	2021-06-04	Build site.
html	db7df0e	jens-daniel-mueller	2021-06-04	rebuild without overlapping eras
html	2edc791	jens-daniel-mueller	2021-06-04	Build site.
html	207339d	jens-daniel-mueller	2021-06-03	Build site.
html	315710b	jens-daniel-mueller	2021-06-03	include anomalous changes
html	be90356	jens-daniel-mueller	2021-06-02	Build site.
html	d37a85d	jens-daniel-mueller	2021-05-31	Build site.
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Rmd	ee13efb	jens-daniel-mueller	2021-05-27	optional source of local params fully implemented
html	8c736a6	jens-daniel-mueller	2021-05-27	Build site.
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html	c0a47df	jens-daniel-mueller	2021-04-16	Build site.
html	50290e8	jens-daniel-mueller	2021-04-16	overlapping eras
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html	b6fe355	jens-daniel-mueller	2021-04-16	Build site.
html	81b7c6d	jens-daniel-mueller	2021-04-16	Build site.
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html	9f31fe3	jens-daniel-mueller	2021-04-13	Build site.
Rmd	80e1ee3	jens-daniel-mueller	2021-04-13	rerun post-2000 with model data
html	c98be84	jens-daniel-mueller	2021-04-13	Build site.
html	ea17c90	jens-daniel-mueller	2021-04-09	Build site.
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html	338dd3c	jens-daniel-mueller	2021-04-09	Build site.
html	a79ca2c	jens-daniel-mueller	2021-04-09	included model data
html	7831fd3	jens-daniel-mueller	2021-04-09	Build site.
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html	eb827c9	jens-daniel-mueller	2021-04-07	Build site.
Rmd	49be8ed	jens-daniel-mueller	2021-03-26	included model data
html	ab5c8cf	jens-daniel-mueller	2021-03-24	Build site.
Rmd	da3c481	jens-daniel-mueller	2021-03-24	included model data
html	19faa17	jens-daniel-mueller	2021-03-24	Build site.
Rmd	ae3b4d7	jens-daniel-mueller	2021-03-24	included model data
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html	98d4a6d	jens-daniel-mueller	2021-03-23	Build site.
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html	33ba23c	jens-daniel-mueller	2021-01-07	Build site.
html	318609d	jens-daniel-mueller	2020-12-23	adapted more variable predictor selection
html	9d0b2d0	jens-daniel-mueller	2020-12-23	Build site.
html	0aa2b50	jens-daniel-mueller	2020-12-23	remove html before duplication
html	39113c3	jens-daniel-mueller	2020-12-23	Build site.
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html	965dba3	jens-daniel-mueller	2020-12-18	Build site.
html	5d452fe	jens-daniel-mueller	2020-12-18	Build site.
Rmd	ca65bf5	jens-daniel-mueller	2020-12-18	rebuild after final cleaning
html	7bcb4eb	jens-daniel-mueller	2020-12-18	Build site.
html	d397028	jens-daniel-mueller	2020-12-18	Build site.
html	7131186	jens-daniel-mueller	2020-12-17	Build site.
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html	4d612dd	jens-daniel-mueller	2020-12-15	Build site.
Rmd	e7e5ff1	jens-daniel-mueller	2020-12-15	rebuild with eMLR target variable selection
html	953caf3	jens-daniel-mueller	2020-12-15	Build site.
html	42daf5c	jens-daniel-mueller	2020-12-14	Build site.
Rmd	923aa7f	jens-daniel-mueller	2020-12-14	rebuild with new path and auto folder creation
html	984697e	jens-daniel-mueller	2020-12-12	Build site.
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html	5d96d3c	jens-daniel-mueller	2020-12-11	Build site.
Rmd	3d33a37	jens-daniel-mueller	2020-12-11	selectable basinmask, try 5
html	b01a367	jens-daniel-mueller	2020-12-09	Build site.
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html	143d6fa	jens-daniel-mueller	2020-12-07	Build site.
Rmd	33b1973	jens-daniel-mueller	2020-12-07	run with WOCE flag 2 only
html	abc6818	jens-daniel-mueller	2020-12-03	Build site.
Rmd	992ba15	jens-daniel-mueller	2020-12-03	rebuild with variable inventory depth
html	c8c2e7b	jens-daniel-mueller	2020-12-03	Build site.
Rmd	83203db	jens-daniel-mueller	2020-12-03	calculate cant with variable inventory depth
html	090e4d5	jens-daniel-mueller	2020-12-02	Build site.
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html	22d0127	jens-daniel-mueller	2020-12-01	Build site.
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Rmd	17d09be	jens-daniel-mueller	2020-12-01	auto eras naming
html	cf19652	jens-daniel-mueller	2020-11-30	Build site.
Rmd	2842970	jens-daniel-mueller	2020-11-30	cleaned for eMLR part only
html	196be51	jens-daniel-mueller	2020-11-30	Build site.
Rmd	7a4b015	jens-daniel-mueller	2020-11-30	first rebuild on ETH server
Rmd	bc61ce3	Jens Müller	2020-11-30	Initial commit
html	bc61ce3	Jens Müller	2020-11-30	Initial commit

---

1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

• cleaned and prepared GLODAPv2.2020 file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 Predictor correlation

The correlation between:

• pairs of seven potential predictor variables and
• C* and seven potential predictor variables

were investigated based on:

• property-property plots and
• calculated correlation coeffcients.

3.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

plot_fun <- function(df){
  ggpairs(
    data = df,
    columns = c(params_local$MLR_target,
                params_local$MLR_predictors),
    upper = "blank",
    ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)
  ) +
    scale_fill_viridis_d(direction = -1) +
    scale_color_viridis_d(direction = -1) +
    labs(title = paste(
      "Basin:",
      unique(df$basin),
      "| era: all | random subsample:",
      nrow(df),
      "| data source:",
      unique(df$data_source)
    ))
}

GLODAP %>%
  slice_sample(n = 5e3) %>% 
  group_split(basin, data_source) %>%
  # head(1) %>%
  map(plot_fun)

[[1]]

Past versions of predictor_correlation_per_basin-1.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[2]]

Past versions of predictor_correlation_per_basin-2.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[3]]

Past versions of predictor_correlation_per_basin-3.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
be90356	jens-daniel-mueller	2021-06-02
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
4d612dd	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[4]]

Past versions of predictor_correlation_per_basin-4.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
ea17c90	jens-daniel-mueller	2021-04-09
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
ab5c8cf	jens-daniel-mueller	2021-03-24
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[5]]

Past versions of predictor_correlation_per_basin-5.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11

[[6]]

Past versions of predictor_correlation_per_basin-6.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14

GLODAP <- GLODAP %>%
  filter(data_source == "obs") %>%
  select(-data_source)

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/observations/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]

    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]

      GLODAP_highlight <- GLODAP_basin_era %>%
        mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                         "in", "out")) %>%
        arrange(desc(gamma_highlight))
      
      p <- GLODAP_highlight %>%
        ggpairs(
          columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          ggplot2::aes(
            col = gamma_highlight,
            fill = gamma_highlight,
            alpha = 0.01
          )
        ) +
        scale_fill_manual(values = c("red", "grey")) +
        scale_color_manual(values = c("red", "grey")) +
        labs(
          title = paste(
            i_era,
            "|",
            i_basin,
            "| Gamma slab",
            i_gamma_slab,
            "| # obs total",
            nrow(GLODAP_basin_era),
            "| # obs slab",
            nrow(GLODAP_highlight %>%
                   filter(gamma_highlight == "in"))
          )
        )
      
      png(
        filename = paste(
          path_version_figures,
          "Observations_correlation/",
          paste(
            "Predictor_correlation",
            i_era,
            i_basin,
            i_gamma_slab,
            ".png",
            sep = "_"
          ),
          sep = ""),
        width = 12,
        height = 12,
        units = "in",
        res = 300
      )
      
      print(p)
      
      dev.off()
      
    }
  }
}

}

3.2 Correlation assesment

3.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

3.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Past versions of correlation_predictor_pairs-1.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.8349394	0.7955413	0.8743374
aou + nitrate	Atlantic	(26,26.5]	0.8651058	0.8582116	0.8720000
aou + nitrate	Atlantic	(26.5,26.75]	0.8839384	0.8566441	0.9112326
aou + nitrate	Atlantic	(26.75,27]	0.8743174	0.8313099	0.9173248
aou + nitrate	Atlantic	(27,27.25]	0.8459137	0.8038032	0.8880241
aou + nitrate	Atlantic	(27.25,27.5]	0.8001743	0.7559474	0.8444011
aou + nitrate	Atlantic	(27.5,27.75]	0.7490316	0.7159572	0.7821059
aou + nitrate	Atlantic	(27.75,27.85]	0.7321089	0.7146427	0.7495750
aou + nitrate	Atlantic	(27.85,27.95]	0.7997788	0.7867424	0.8128153
aou + nitrate	Atlantic	(27.95,28.05]	0.8515023	0.8413886	0.8616160
aou + nitrate	Atlantic	(28.05,28.1]	0.9219618	0.9121918	0.9317319
aou + nitrate	Atlantic	(28.1,28.15]	0.9684397	0.9604483	0.9764311
aou + nitrate	Atlantic	(28.15,28.2]	0.9832442	0.9793079	0.9871805
aou + nitrate	Atlantic	(28.2, Inf]	0.8194596	0.7720161	0.8669030
aou + nitrate	Indian	(-Inf,26]	0.9662001	0.9583703	0.9740298
aou + nitrate	Indian	(26,26.5]	0.8064845	0.6894522	0.9235169
aou + nitrate	Indian	(26.5,26.75]	0.7254265	0.5455813	0.9052717
aou + nitrate	Indian	(26.75,27]	0.7400418	0.6176285	0.8624550
aou + nitrate	Indian	(27,27.25]	0.7510694	0.6887896	0.8133493
aou + nitrate	Indian	(27.25,27.5]	0.9141832	0.9125982	0.9157683
aou + nitrate	Indian	(27.5,27.75]	0.9472920	0.9413530	0.9532310
aou + nitrate	Indian	(27.75,27.85]	0.9363219	0.9336753	0.9389686
aou + nitrate	Indian	(27.85,27.95]	0.8720528	0.8646623	0.8794432
aou + nitrate	Indian	(27.95,28.05]	0.7716253	0.6916748	0.8515758
aou + nitrate	Indian	(28.05,28.1]	0.8735086	0.8223056	0.9247116
aou + nitrate	Indian	(28.1, Inf]	0.5740667	0.4831714	0.6649620
aou + nitrate	Pacific	(-Inf,26]	0.6776285	0.6363771	0.7188799
aou + nitrate	Pacific	(26,26.5]	0.7396367	0.6973658	0.7819076
aou + nitrate	Pacific	(26.5,26.75]	0.7658904	0.7177611	0.8140196
aou + nitrate	Pacific	(26.75,27]	0.9077974	0.8977766	0.9178182
aou + nitrate	Pacific	(27,27.25]	0.9699350	0.9678559	0.9720140
aou + nitrate	Pacific	(27.25,27.5]	0.9794823	0.9771480	0.9818167
aou + nitrate	Pacific	(27.5,27.75]	0.9802787	0.9763936	0.9841639
aou + nitrate	Pacific	(27.75,27.85]	0.9859923	0.9826291	0.9893556
aou + nitrate	Pacific	(27.85,27.95]	0.9843486	0.9819390	0.9867582
aou + nitrate	Pacific	(27.95,28.05]	0.9718783	0.9699112	0.9738455
aou + nitrate	Pacific	(28.05,28.1]	0.9617240	0.9579209	0.9655272
aou + nitrate	Pacific	(28.1, Inf]	0.9307776	0.8973714	0.9641837
aou + oxygen	Atlantic	(-Inf,26]	-0.6716364	-0.6743285	-0.6689444
aou + oxygen	Atlantic	(26,26.5]	-0.8642886	-0.9004741	-0.8281032
aou + oxygen	Atlantic	(26.5,26.75]	-0.9118764	-0.9340486	-0.8897042
aou + oxygen	Atlantic	(26.75,27]	-0.9343897	-0.9387073	-0.9300721
aou + oxygen	Atlantic	(27,27.25]	-0.9449072	-0.9470163	-0.9427981
aou + oxygen	Atlantic	(27.25,27.5]	-0.9387706	-0.9426981	-0.9348431
aou + oxygen	Atlantic	(27.5,27.75]	-0.9228799	-0.9295421	-0.9162178
aou + oxygen	Atlantic	(27.75,27.85]	-0.9092517	-0.9145619	-0.9039415
aou + oxygen	Atlantic	(27.85,27.95]	-0.9200459	-0.9234116	-0.9166801
aou + oxygen	Atlantic	(27.95,28.05]	-0.9160993	-0.9219678	-0.9102307
aou + oxygen	Atlantic	(28.05,28.1]	-0.9556577	-0.9562153	-0.9551001
aou + oxygen	Atlantic	(28.1,28.15]	-0.9858045	-0.9868039	-0.9848051
aou + oxygen	Atlantic	(28.15,28.2]	-0.9944133	-0.9955450	-0.9932816
aou + oxygen	Atlantic	(28.2, Inf]	-0.9783474	-0.9819803	-0.9747146
aou + oxygen	Indian	(-Inf,26]	-0.9688447	-0.9772691	-0.9604204
aou + oxygen	Indian	(26,26.5]	-0.9789756	-0.9929202	-0.9650311
aou + oxygen	Indian	(26.5,26.75]	-0.9719666	-0.9930931	-0.9508400
aou + oxygen	Indian	(26.75,27]	-0.9792063	-0.9913669	-0.9670457
aou + oxygen	Indian	(27,27.25]	-0.9919177	-0.9946411	-0.9891943
aou + oxygen	Indian	(27.25,27.5]	-0.9957614	-0.9963969	-0.9951259
aou + oxygen	Indian	(27.5,27.75]	-0.9973248	-0.9974542	-0.9971955
aou + oxygen	Indian	(27.75,27.85]	-0.9980618	-0.9982109	-0.9979127
aou + oxygen	Indian	(27.85,27.95]	-0.9964901	-0.9968183	-0.9961619
aou + oxygen	Indian	(27.95,28.05]	-0.9901765	-0.9908271	-0.9895260
aou + oxygen	Indian	(28.05,28.1]	-0.9897804	-0.9948368	-0.9847240
aou + oxygen	Indian	(28.1, Inf]	-0.9856634	-0.9877975	-0.9835292
aou + oxygen	Pacific	(-Inf,26]	-0.7557298	-0.7871630	-0.7242966
aou + oxygen	Pacific	(26,26.5]	-0.9709318	-0.9808191	-0.9610445
aou + oxygen	Pacific	(26.5,26.75]	-0.9772516	-0.9818204	-0.9726829
aou + oxygen	Pacific	(26.75,27]	-0.9798697	-0.9799237	-0.9798158
aou + oxygen	Pacific	(27,27.25]	-0.9926978	-0.9939589	-0.9914368
aou + oxygen	Pacific	(27.25,27.5]	-0.9948336	-0.9958202	-0.9938469
aou + oxygen	Pacific	(27.5,27.75]	-0.9947099	-0.9954326	-0.9939873
aou + oxygen	Pacific	(27.75,27.85]	-0.9959704	-0.9971971	-0.9947438
aou + oxygen	Pacific	(27.85,27.95]	-0.9965617	-0.9983319	-0.9947915
aou + oxygen	Pacific	(27.95,28.05]	-0.9962003	-0.9987542	-0.9936464
aou + oxygen	Pacific	(28.05,28.1]	-0.9961654	-0.9991250	-0.9932057
aou + oxygen	Pacific	(28.1, Inf]	-0.9941097	-0.9962646	-0.9919549
aou + phosphate	Atlantic	(-Inf,26]	0.6166364	0.5798738	0.6533989
aou + phosphate	Atlantic	(26,26.5]	0.7465808	0.7041281	0.7890335
aou + phosphate	Atlantic	(26.5,26.75]	0.8114480	0.7958624	0.8270335
aou + phosphate	Atlantic	(26.75,27]	0.8189964	0.7707989	0.8671940
aou + phosphate	Atlantic	(27,27.25]	0.7959983	0.7438914	0.8481053
aou + phosphate	Atlantic	(27.25,27.5]	0.7536287	0.7050702	0.8021872
aou + phosphate	Atlantic	(27.5,27.75]	0.7036421	0.6732249	0.7340594
aou + phosphate	Atlantic	(27.75,27.85]	0.6827782	0.6583194	0.7072370
aou + phosphate	Atlantic	(27.85,27.95]	0.7745292	0.7563399	0.7927185
aou + phosphate	Atlantic	(27.95,28.05]	0.8436781	0.8343265	0.8530297
aou + phosphate	Atlantic	(28.05,28.1]	0.9152304	0.9065417	0.9239192
aou + phosphate	Atlantic	(28.1,28.15]	0.9640684	0.9584681	0.9696688
aou + phosphate	Atlantic	(28.15,28.2]	0.9828826	0.9791504	0.9866147
aou + phosphate	Atlantic	(28.2, Inf]	0.8197324	0.7741460	0.8653188
aou + phosphate	Indian	(-Inf,26]	0.9623193	0.9565722	0.9680665
aou + phosphate	Indian	(26,26.5]	0.8227850	0.7040174	0.9415525
aou + phosphate	Indian	(26.5,26.75]	0.7524543	0.5766094	0.9282992
aou + phosphate	Indian	(26.75,27]	0.7829626	0.6610993	0.9048260
aou + phosphate	Indian	(27,27.25]	0.8408632	0.7706641	0.9110624
aou + phosphate	Indian	(27.25,27.5]	0.9512607	0.9377827	0.9647387
aou + phosphate	Indian	(27.5,27.75]	0.9741907	0.9712189	0.9771626
aou + phosphate	Indian	(27.75,27.85]	0.9490436	0.9459339	0.9521533
aou + phosphate	Indian	(27.85,27.95]	0.8798289	0.8643839	0.8952739
aou + phosphate	Indian	(27.95,28.05]	0.7983870	0.7176115	0.8791625
aou + phosphate	Indian	(28.05,28.1]	0.8904048	0.8339807	0.9468290
aou + phosphate	Indian	(28.1, Inf]	0.5884524	0.4794509	0.6974539
aou + phosphate	Pacific	(-Inf,26]	0.5791143	0.5214435	0.6367851
aou + phosphate	Pacific	(26,26.5]	0.7291869	0.6767123	0.7816614
aou + phosphate	Pacific	(26.5,26.75]	0.7599660	0.7034555	0.8164765
aou + phosphate	Pacific	(26.75,27]	0.9072712	0.8985184	0.9160241
aou + phosphate	Pacific	(27,27.25]	0.9755526	0.9747595	0.9763458
aou + phosphate	Pacific	(27.25,27.5]	0.9810458	0.9797900	0.9823017
aou + phosphate	Pacific	(27.5,27.75]	0.9799416	0.9765089	0.9833742
aou + phosphate	Pacific	(27.75,27.85]	0.9828465	0.9797659	0.9859271
aou + phosphate	Pacific	(27.85,27.95]	0.9828097	0.9805487	0.9850706
aou + phosphate	Pacific	(27.95,28.05]	0.9713166	0.9643046	0.9783287
aou + phosphate	Pacific	(28.05,28.1]	0.9566981	0.9434753	0.9699210
aou + phosphate	Pacific	(28.1, Inf]	0.9174854	0.8783564	0.9566145
aou + silicate	Atlantic	(-Inf,26]	0.3796297	0.3551106	0.4041488
aou + silicate	Atlantic	(26,26.5]	0.6300181	0.5998089	0.6602273
aou + silicate	Atlantic	(26.5,26.75]	0.6864358	0.6132639	0.7596077
aou + silicate	Atlantic	(26.75,27]	0.4933151	0.4500265	0.5366036
aou + silicate	Atlantic	(27,27.25]	0.4303936	0.3936318	0.4671555
aou + silicate	Atlantic	(27.25,27.5]	0.2890147	0.2039716	0.3740578
aou + silicate	Atlantic	(27.5,27.75]	0.2352076	0.2152535	0.2551617
aou + silicate	Atlantic	(27.75,27.85]	0.4299052	0.3538666	0.5059437
aou + silicate	Atlantic	(27.85,27.95]	0.6520901	0.6025772	0.7016030
aou + silicate	Atlantic	(27.95,28.05]	0.8278769	0.8084214	0.8473324
aou + silicate	Atlantic	(28.05,28.1]	0.9330493	0.9269892	0.9391093
aou + silicate	Atlantic	(28.1,28.15]	0.9716478	0.9678890	0.9754066
aou + silicate	Atlantic	(28.15,28.2]	0.9863096	0.9847607	0.9878586
aou + silicate	Atlantic	(28.2, Inf]	0.8353085	0.7911056	0.8795114
aou + silicate	Indian	(-Inf,26]	0.9327272	0.9269016	0.9385527
aou + silicate	Indian	(26,26.5]	0.9304057	0.9127989	0.9480125
aou + silicate	Indian	(26.5,26.75]	0.8617737	0.7629766	0.9605708
aou + silicate	Indian	(26.75,27]	0.8449520	0.7468389	0.9430651
aou + silicate	Indian	(27,27.25]	0.6617619	0.5016680	0.8218559
aou + silicate	Indian	(27.25,27.5]	0.6979020	0.6132173	0.7825867
aou + silicate	Indian	(27.5,27.75]	0.7849974	0.7391471	0.8308477
aou + silicate	Indian	(27.75,27.85]	0.8232138	0.7915294	0.8548981
aou + silicate	Indian	(27.85,27.95]	0.8201405	0.7975699	0.8427110
aou + silicate	Indian	(27.95,28.05]	0.8444821	0.8050744	0.8838899
aou + silicate	Indian	(28.05,28.1]	0.9412011	0.9307596	0.9516426
aou + silicate	Indian	(28.1, Inf]	0.4312260	0.3382277	0.5242243
aou + silicate	Pacific	(-Inf,26]	0.2855196	0.2715686	0.2994705
aou + silicate	Pacific	(26,26.5]	0.2642530	0.2221189	0.3063871
aou + silicate	Pacific	(26.5,26.75]	0.2717684	0.2199366	0.3236003
aou + silicate	Pacific	(26.75,27]	0.6671990	0.6161312	0.7182668
aou + silicate	Pacific	(27,27.25]	0.8767701	0.8487317	0.9048085
aou + silicate	Pacific	(27.25,27.5]	0.8843205	0.8509300	0.9177110
aou + silicate	Pacific	(27.5,27.75]	0.8988489	0.8684533	0.9292445
aou + silicate	Pacific	(27.75,27.85]	0.9562177	0.9489756	0.9634599
aou + silicate	Pacific	(27.85,27.95]	0.9508617	0.9374759	0.9642475
aou + silicate	Pacific	(27.95,28.05]	0.9429535	0.9422812	0.9436258
aou + silicate	Pacific	(28.05,28.1]	0.9447034	0.9417431	0.9476637
aou + silicate	Pacific	(28.1, Inf]	0.8647837	0.8599219	0.8696455
nitrate + silicate	Atlantic	(-Inf,26]	0.4648219	0.4306991	0.4989448
nitrate + silicate	Atlantic	(26,26.5]	0.7072738	0.6377140	0.7768336
nitrate + silicate	Atlantic	(26.5,26.75]	0.7401981	0.7246945	0.7557017
nitrate + silicate	Atlantic	(26.75,27]	0.6572292	0.6331083	0.6813500
nitrate + silicate	Atlantic	(27,27.25]	0.7064455	0.7062186	0.7066725
nitrate + silicate	Atlantic	(27.25,27.5]	0.7171052	0.7044192	0.7297913
nitrate + silicate	Atlantic	(27.5,27.75]	0.7758073	0.7593814	0.7922333
nitrate + silicate	Atlantic	(27.75,27.85]	0.9018174	0.8789224	0.9247124
nitrate + silicate	Atlantic	(27.85,27.95]	0.9576248	0.9447941	0.9704554
nitrate + silicate	Atlantic	(27.95,28.05]	0.9838413	0.9814665	0.9862160
nitrate + silicate	Atlantic	(28.05,28.1]	0.9900268	0.9895613	0.9904922
nitrate + silicate	Atlantic	(28.1,28.15]	0.9913522	0.9908062	0.9918982
nitrate + silicate	Atlantic	(28.15,28.2]	0.9914829	0.9913248	0.9916410
nitrate + silicate	Atlantic	(28.2, Inf]	0.9639164	0.9496733	0.9781595
nitrate + silicate	Indian	(-Inf,26]	0.9310707	0.9251664	0.9369751
nitrate + silicate	Indian	(26,26.5]	0.8339826	0.7528455	0.9151197
nitrate + silicate	Indian	(26.5,26.75]	0.7915755	0.6676203	0.9155308
nitrate + silicate	Indian	(26.75,27]	0.8188683	0.7343162	0.9034203
nitrate + silicate	Indian	(27,27.25]	0.7914651	0.7047066	0.8782235
nitrate + silicate	Indian	(27.25,27.5]	0.7190376	0.6268856	0.8111896
nitrate + silicate	Indian	(27.5,27.75]	0.7253321	0.6457238	0.8049405
nitrate + silicate	Indian	(27.75,27.85]	0.7639395	0.7312245	0.7966545
nitrate + silicate	Indian	(27.85,27.95]	0.8375787	0.8297023	0.8454550
nitrate + silicate	Indian	(27.95,28.05]	0.8882233	0.8706320	0.9058145
nitrate + silicate	Indian	(28.05,28.1]	0.9400409	0.9235669	0.9565150
nitrate + silicate	Indian	(28.1, Inf]	0.8023709	0.7780030	0.8267388
nitrate + silicate	Pacific	(-Inf,26]	0.7966005	0.7725060	0.8206950
nitrate + silicate	Pacific	(26,26.5]	0.7207916	0.6492068	0.7923765
nitrate + silicate	Pacific	(26.5,26.75]	0.6872030	0.6048874	0.7695186
nitrate + silicate	Pacific	(26.75,27]	0.8200943	0.7844636	0.8557250
nitrate + silicate	Pacific	(27,27.25]	0.8979599	0.8732759	0.9226439
nitrate + silicate	Pacific	(27.25,27.5]	0.8664344	0.8314469	0.9014219
nitrate + silicate	Pacific	(27.5,27.75]	0.8614141	0.8248159	0.8980124
nitrate + silicate	Pacific	(27.75,27.85]	0.9377035	0.9277314	0.9476756
nitrate + silicate	Pacific	(27.85,27.95]	0.9394041	0.9223169	0.9564913
nitrate + silicate	Pacific	(27.95,28.05]	0.9290798	0.9173007	0.9408590
nitrate + silicate	Pacific	(28.05,28.1]	0.9204930	0.9153810	0.9256050
nitrate + silicate	Pacific	(28.1, Inf]	0.8829372	0.8482015	0.9176728
oxygen + nitrate	Atlantic	(-Inf,26]	-0.3977259	-0.4273072	-0.3681445
oxygen + nitrate	Atlantic	(26,26.5]	-0.6028530	-0.6664835	-0.5392225
oxygen + nitrate	Atlantic	(26.5,26.75]	-0.6966721	-0.6998370	-0.6935071
oxygen + nitrate	Atlantic	(26.75,27]	-0.7156381	-0.7666855	-0.6645906
oxygen + nitrate	Atlantic	(27,27.25]	-0.6830909	-0.7367543	-0.6294275
oxygen + nitrate	Atlantic	(27.25,27.5]	-0.5869127	-0.6584525	-0.5153729
oxygen + nitrate	Atlantic	(27.5,27.75]	-0.4628443	-0.5263443	-0.3993443
oxygen + nitrate	Atlantic	(27.75,27.85]	-0.3952498	-0.4075981	-0.3829016
oxygen + nitrate	Atlantic	(27.85,27.95]	-0.5110225	-0.5226642	-0.4993809
oxygen + nitrate	Atlantic	(27.95,28.05]	-0.5837618	-0.6096211	-0.5579026
oxygen + nitrate	Atlantic	(28.05,28.1]	-0.7763384	-0.7916624	-0.7610145
oxygen + nitrate	Atlantic	(28.1,28.15]	-0.9189348	-0.9339799	-0.9038898
oxygen + nitrate	Atlantic	(28.15,28.2]	-0.9673775	-0.9739761	-0.9607789
oxygen + nitrate	Atlantic	(28.2, Inf]	-0.7051323	-0.7821060	-0.6281587
oxygen + nitrate	Indian	(-Inf,26]	-0.9074027	-0.9348379	-0.8799674
oxygen + nitrate	Indian	(26,26.5]	-0.6781852	-0.8736088	-0.4827616
oxygen + nitrate	Indian	(26.5,26.75]	-0.5625406	-0.8513331	-0.2737482
oxygen + nitrate	Indian	(26.75,27]	-0.6008615	-0.7922092	-0.4095139
oxygen + nitrate	Indian	(27,27.25]	-0.6753117	-0.7565902	-0.5940332
oxygen + nitrate	Indian	(27.25,27.5]	-0.8898336	-0.8920433	-0.8876240
oxygen + nitrate	Indian	(27.5,27.75]	-0.9408970	-0.9492799	-0.9325140
oxygen + nitrate	Indian	(27.75,27.85]	-0.9295098	-0.9329868	-0.9260328
oxygen + nitrate	Indian	(27.85,27.95]	-0.8404773	-0.8463859	-0.8345687
oxygen + nitrate	Indian	(27.95,28.05]	-0.6866396	-0.7823145	-0.5909646
oxygen + nitrate	Indian	(28.05,28.1]	-0.8063846	-0.8902511	-0.7225181
oxygen + nitrate	Indian	(28.1, Inf]	-0.4470678	-0.5562774	-0.3378582
oxygen + nitrate	Pacific	(-Inf,26]	-0.1643201	-0.2655440	-0.0630963
oxygen + nitrate	Pacific	(26,26.5]	-0.5754550	-0.6628383	-0.4880716
oxygen + nitrate	Pacific	(26.5,26.75]	-0.6293071	-0.7090105	-0.5496037
oxygen + nitrate	Pacific	(26.75,27]	-0.8188162	-0.8349300	-0.8027024
oxygen + nitrate	Pacific	(27,27.25]	-0.9416643	-0.9465897	-0.9367388
oxygen + nitrate	Pacific	(27.25,27.5]	-0.9663242	-0.9700643	-0.9625840
oxygen + nitrate	Pacific	(27.5,27.75]	-0.9727711	-0.9776298	-0.9679123
oxygen + nitrate	Pacific	(27.75,27.85]	-0.9799712	-0.9851800	-0.9747624
oxygen + nitrate	Pacific	(27.85,27.95]	-0.9793410	-0.9837719	-0.9749101
oxygen + nitrate	Pacific	(27.95,28.05]	-0.9623342	-0.9706084	-0.9540600
oxygen + nitrate	Pacific	(28.05,28.1]	-0.9489242	-0.9597846	-0.9380638
oxygen + nitrate	Pacific	(28.1, Inf]	-0.8970992	-0.9435821	-0.8506163
oxygen + phosphate	Atlantic	(-Inf,26]	-0.0509709	-0.0527570	-0.0491847
oxygen + phosphate	Atlantic	(26,26.5]	-0.3844938	-0.5094190	-0.2595687
oxygen + phosphate	Atlantic	(26.5,26.75]	-0.5604017	-0.5858030	-0.5350004
oxygen + phosphate	Atlantic	(26.75,27]	-0.6159489	-0.6665990	-0.5652988
oxygen + phosphate	Atlantic	(27,27.25]	-0.6011361	-0.6630729	-0.5391993
oxygen + phosphate	Atlantic	(27.25,27.5]	-0.5157179	-0.5897558	-0.4416799
oxygen + phosphate	Atlantic	(27.5,27.75]	-0.3980256	-0.4564545	-0.3395968
oxygen + phosphate	Atlantic	(27.75,27.85]	-0.3291507	-0.3486627	-0.3096387
oxygen + phosphate	Atlantic	(27.85,27.95]	-0.4742636	-0.4921559	-0.4563713
oxygen + phosphate	Atlantic	(27.95,28.05]	-0.5704936	-0.5949335	-0.5460536
oxygen + phosphate	Atlantic	(28.05,28.1]	-0.7644893	-0.7785426	-0.7504360
oxygen + phosphate	Atlantic	(28.1,28.15]	-0.9112398	-0.9235368	-0.8989429
oxygen + phosphate	Atlantic	(28.15,28.2]	-0.9662952	-0.9727931	-0.9597972
oxygen + phosphate	Atlantic	(28.2, Inf]	-0.7042597	-0.7794522	-0.6290672
oxygen + phosphate	Indian	(-Inf,26]	-0.9030785	-0.9357716	-0.8703855
oxygen + phosphate	Indian	(26,26.5]	-0.7004923	-0.9003735	-0.5006111
oxygen + phosphate	Indian	(26.5,26.75]	-0.5971516	-0.8822540	-0.3120493
oxygen + phosphate	Indian	(26.75,27]	-0.6546445	-0.8465795	-0.4627095
oxygen + phosphate	Indian	(27,27.25]	-0.7813565	-0.8715755	-0.6911376
oxygen + phosphate	Indian	(27.25,27.5]	-0.9304812	-0.9471268	-0.9138357
oxygen + phosphate	Indian	(27.5,27.75]	-0.9661224	-0.9687763	-0.9634684
oxygen + phosphate	Indian	(27.75,27.85]	-0.9353244	-0.9381471	-0.9325016
oxygen + phosphate	Indian	(27.85,27.95]	-0.8434491	-0.8579686	-0.8289296
oxygen + phosphate	Indian	(27.95,28.05]	-0.7154507	-0.8126052	-0.6182963
oxygen + phosphate	Indian	(28.05,28.1]	-0.8257006	-0.9157709	-0.7356304
oxygen + phosphate	Indian	(28.1, Inf]	-0.4616484	-0.5924481	-0.3308488
oxygen + phosphate	Pacific	(-Inf,26]	-0.0542238	-0.1798165	0.0713689
oxygen + phosphate	Pacific	(26,26.5]	-0.5567582	-0.6538557	-0.4596608
oxygen + phosphate	Pacific	(26.5,26.75]	-0.6150847	-0.7007355	-0.5294339
oxygen + phosphate	Pacific	(26.75,27]	-0.8130204	-0.8252184	-0.8008224
oxygen + phosphate	Pacific	(27,27.25]	-0.9476518	-0.9515837	-0.9437200
oxygen + phosphate	Pacific	(27.25,27.5]	-0.9665618	-0.9695667	-0.9635570
oxygen + phosphate	Pacific	(27.5,27.75]	-0.9713242	-0.9756853	-0.9669631
oxygen + phosphate	Pacific	(27.75,27.85]	-0.9751459	-0.9809037	-0.9693881
oxygen + phosphate	Pacific	(27.85,27.95]	-0.9751043	-0.9818223	-0.9683864
oxygen + phosphate	Pacific	(27.95,28.05]	-0.9580005	-0.9749686	-0.9410323
oxygen + phosphate	Pacific	(28.05,28.1]	-0.9388200	-0.9652657	-0.9123742
oxygen + phosphate	Pacific	(28.1, Inf]	-0.8812887	-0.9358316	-0.8267458
oxygen + silicate	Atlantic	(-Inf,26]	-0.1131887	-0.1614642	-0.0649132
oxygen + silicate	Atlantic	(26,26.5]	-0.2786730	-0.3541784	-0.2031676
oxygen + silicate	Atlantic	(26.5,26.75]	-0.4539997	-0.5742977	-0.3337018
oxygen + silicate	Atlantic	(26.75,27]	-0.2829873	-0.3432855	-0.2226892
oxygen + silicate	Atlantic	(27,27.25]	-0.2049833	-0.2357877	-0.1741788
oxygen + silicate	Atlantic	(27.25,27.5]	-0.0025091	-0.1030752	0.0980570
oxygen + silicate	Atlantic	(27.5,27.75]	0.1165912	0.0776822	0.1555002
oxygen + silicate	Atlantic	(27.75,27.85]	-0.0480473	-0.1223693	0.0262747
oxygen + silicate	Atlantic	(27.85,27.95]	-0.3180626	-0.3726755	-0.2634496
oxygen + silicate	Atlantic	(27.95,28.05]	-0.5432010	-0.5842992	-0.5021028
oxygen + silicate	Atlantic	(28.05,28.1]	-0.7928526	-0.8019860	-0.7837192
oxygen + silicate	Atlantic	(28.1,28.15]	-0.9245783	-0.9337876	-0.9153690
oxygen + silicate	Atlantic	(28.15,28.2]	-0.9764304	-0.9799371	-0.9729237
oxygen + silicate	Atlantic	(28.2, Inf]	-0.7324459	-0.8026439	-0.6622478
oxygen + silicate	Indian	(-Inf,26]	-0.8928476	-0.8992443	-0.8864509
oxygen + silicate	Indian	(26,26.5]	-0.8770469	-0.9269230	-0.8271707
oxygen + silicate	Indian	(26.5,26.75]	-0.7642156	-0.9388983	-0.5895329
oxygen + silicate	Indian	(26.75,27]	-0.7514198	-0.9060477	-0.5967918
oxygen + silicate	Indian	(27,27.25]	-0.5778628	-0.7697022	-0.3860235
oxygen + silicate	Indian	(27.25,27.5]	-0.6457168	-0.7392374	-0.5521962
oxygen + silicate	Indian	(27.5,27.75]	-0.7541334	-0.8005018	-0.7077649
oxygen + silicate	Indian	(27.75,27.85]	-0.8021055	-0.8339959	-0.7702151
oxygen + silicate	Indian	(27.85,27.95]	-0.7829507	-0.8057542	-0.7601472
oxygen + silicate	Indian	(27.95,28.05]	-0.7757029	-0.8274295	-0.7239764
oxygen + silicate	Indian	(28.05,28.1]	-0.8980754	-0.9287157	-0.8674351
oxygen + silicate	Indian	(28.1, Inf]	-0.2963586	-0.4023590	-0.1903582
oxygen + silicate	Pacific	(-Inf,26]	0.2694349	0.2097836	0.3290862
oxygen + silicate	Pacific	(26,26.5]	-0.0562730	-0.0605306	-0.0520154
oxygen + silicate	Pacific	(26.5,26.75]	-0.0888867	-0.1188427	-0.0589307
oxygen + silicate	Pacific	(26.75,27]	-0.5237854	-0.5805729	-0.4669980
oxygen + silicate	Pacific	(27,27.25]	-0.8222764	-0.8601137	-0.7844390
oxygen + silicate	Pacific	(27.25,27.5]	-0.8397421	-0.8837164	-0.7957679
oxygen + silicate	Pacific	(27.5,27.75]	-0.8580355	-0.8979746	-0.8180964
oxygen + silicate	Pacific	(27.75,27.85]	-0.9343446	-0.9479796	-0.9207097
oxygen + silicate	Pacific	(27.85,27.95]	-0.9319458	-0.9540689	-0.9098228
oxygen + silicate	Pacific	(27.95,28.05]	-0.9204471	-0.9308632	-0.9100311
oxygen + silicate	Pacific	(28.05,28.1]	-0.9226829	-0.9385098	-0.9068560
oxygen + silicate	Pacific	(28.1, Inf]	-0.8295542	-0.8415813	-0.8175271
phosphate + nitrate	Atlantic	(-Inf,26]	0.8102431	0.7751478	0.8453385
phosphate + nitrate	Atlantic	(26,26.5]	0.9440167	0.9303143	0.9577191
phosphate + nitrate	Atlantic	(26.5,26.75]	0.9724114	0.9670821	0.9777407
phosphate + nitrate	Atlantic	(26.75,27]	0.9809555	0.9792337	0.9826773
phosphate + nitrate	Atlantic	(27,27.25]	0.9865527	0.9861636	0.9869417
phosphate + nitrate	Atlantic	(27.25,27.5]	0.9904368	0.9902640	0.9906097
phosphate + nitrate	Atlantic	(27.5,27.75]	0.9909766	0.9905969	0.9913562
phosphate + nitrate	Atlantic	(27.75,27.85]	0.9915270	0.9900067	0.9930472
phosphate + nitrate	Atlantic	(27.85,27.95]	0.9918858	0.9902643	0.9935072
phosphate + nitrate	Atlantic	(27.95,28.05]	0.9927057	0.9913882	0.9940233
phosphate + nitrate	Atlantic	(28.05,28.1]	0.9929283	0.9919721	0.9938844
phosphate + nitrate	Atlantic	(28.1,28.15]	0.9946638	0.9943263	0.9950013
phosphate + nitrate	Atlantic	(28.15,28.2]	0.9972419	0.9969351	0.9975487
phosphate + nitrate	Atlantic	(28.2, Inf]	0.9920371	0.9891394	0.9949349
phosphate + nitrate	Indian	(-Inf,26]	0.9919361	0.9899958	0.9938764
phosphate + nitrate	Indian	(26,26.5]	0.9894856	0.9840480	0.9949232
phosphate + nitrate	Indian	(26.5,26.75]	0.9899330	0.9860824	0.9937837
phosphate + nitrate	Indian	(26.75,27]	0.9839132	0.9772088	0.9906176
phosphate + nitrate	Indian	(27,27.25]	0.9491388	0.9307411	0.9675365
phosphate + nitrate	Indian	(27.25,27.5]	0.9638188	0.9539736	0.9736640
phosphate + nitrate	Indian	(27.5,27.75]	0.9597435	0.9549891	0.9644979
phosphate + nitrate	Indian	(27.75,27.85]	0.9456587	0.9438333	0.9474840
phosphate + nitrate	Indian	(27.85,27.95]	0.9508859	0.9496180	0.9521537
phosphate + nitrate	Indian	(27.95,28.05]	0.9714011	0.9694692	0.9733330
phosphate + nitrate	Indian	(28.05,28.1]	0.9758214	0.9702105	0.9814323
phosphate + nitrate	Indian	(28.1, Inf]	0.9073517	0.9033426	0.9113609
phosphate + nitrate	Pacific	(-Inf,26]	0.9514738	0.9509469	0.9520008
phosphate + nitrate	Pacific	(26,26.5]	0.9501242	0.9428963	0.9573522
phosphate + nitrate	Pacific	(26.5,26.75]	0.9484738	0.9417011	0.9552465
phosphate + nitrate	Pacific	(26.75,27]	0.9784249	0.9755235	0.9813264
phosphate + nitrate	Pacific	(27,27.25]	0.9885979	0.9868703	0.9903256
phosphate + nitrate	Pacific	(27.25,27.5]	0.9908144	0.9890348	0.9925939
phosphate + nitrate	Pacific	(27.5,27.75]	0.9896900	0.9860746	0.9933053
phosphate + nitrate	Pacific	(27.75,27.85]	0.9867582	0.9819992	0.9915173
phosphate + nitrate	Pacific	(27.85,27.95]	0.9830637	0.9780913	0.9880361
phosphate + nitrate	Pacific	(27.95,28.05]	0.9654578	0.9634669	0.9674486
phosphate + nitrate	Pacific	(28.05,28.1]	0.9463791	0.9390910	0.9536671
phosphate + nitrate	Pacific	(28.1, Inf]	0.9393124	0.9063811	0.9722438
phosphate + silicate	Atlantic	(-Inf,26]	0.5783193	0.5511826	0.6054560
phosphate + silicate	Atlantic	(26,26.5]	0.7758199	0.6824923	0.8691475
phosphate + silicate	Atlantic	(26.5,26.75]	0.7621771	0.7513959	0.7729582
phosphate + silicate	Atlantic	(26.75,27]	0.6701214	0.6445110	0.6957319
phosphate + silicate	Atlantic	(27,27.25]	0.7236029	0.7199354	0.7272704
phosphate + silicate	Atlantic	(27.25,27.5]	0.7455761	0.7335664	0.7575859
phosphate + silicate	Atlantic	(27.5,27.75]	0.8047768	0.7922173	0.8173363
phosphate + silicate	Atlantic	(27.75,27.85]	0.9206806	0.9030175	0.9383437
phosphate + silicate	Atlantic	(27.85,27.95]	0.9662306	0.9569167	0.9755446
phosphate + silicate	Atlantic	(27.95,28.05]	0.9851084	0.9834369	0.9867799
phosphate + silicate	Atlantic	(28.05,28.1]	0.9898446	0.9897374	0.9899518
phosphate + silicate	Atlantic	(28.1,28.15]	0.9917270	0.9912850	0.9921690
phosphate + silicate	Atlantic	(28.15,28.2]	0.9913664	0.9906544	0.9920785
phosphate + silicate	Atlantic	(28.2, Inf]	0.9661318	0.9538918	0.9783719
phosphate + silicate	Indian	(-Inf,26]	0.9154321	0.9028587	0.9280055
phosphate + silicate	Indian	(26,26.5]	0.8351620	0.7627659	0.9075582
phosphate + silicate	Indian	(26.5,26.75]	0.7958779	0.6694286	0.9223272
phosphate + silicate	Indian	(26.75,27]	0.8329644	0.7454096	0.9205191
phosphate + silicate	Indian	(27,27.25]	0.7691299	0.6623192	0.8759406
phosphate + silicate	Indian	(27.25,27.5]	0.7321948	0.6556207	0.8087689
phosphate + silicate	Indian	(27.5,27.75]	0.7898761	0.7424454	0.8373067
phosphate + silicate	Indian	(27.75,27.85]	0.8590856	0.8341737	0.8839974
phosphate + silicate	Indian	(27.85,27.95]	0.9017263	0.8973557	0.9060969
phosphate + silicate	Indian	(27.95,28.05]	0.9144171	0.8974644	0.9313699
phosphate + silicate	Indian	(28.05,28.1]	0.9488321	0.9289260	0.9687383
phosphate + silicate	Indian	(28.1, Inf]	0.7973832	0.7799165	0.8148500
phosphate + silicate	Pacific	(-Inf,26]	0.8046069	0.7650721	0.8441417
phosphate + silicate	Pacific	(26,26.5]	0.7214259	0.6550664	0.7877853
phosphate + silicate	Pacific	(26.5,26.75]	0.6731571	0.5945745	0.7517397
phosphate + silicate	Pacific	(26.75,27]	0.8242592	0.7893421	0.8591763
phosphate + silicate	Pacific	(27,27.25]	0.9066726	0.8840170	0.9293283
phosphate + silicate	Pacific	(27.25,27.5]	0.8771088	0.8443886	0.9098289
phosphate + silicate	Pacific	(27.5,27.75]	0.8665863	0.8295909	0.9035818
phosphate + silicate	Pacific	(27.75,27.85]	0.9434212	0.9339693	0.9528731
phosphate + silicate	Pacific	(27.85,27.95]	0.9479537	0.9334011	0.9625064
phosphate + silicate	Pacific	(27.95,28.05]	0.9487511	0.9473472	0.9501550
phosphate + silicate	Pacific	(28.05,28.1]	0.9426720	0.9414669	0.9438771
phosphate + silicate	Pacific	(28.1, Inf]	0.8710322	0.8311579	0.9109066
sal + aou	Atlantic	(-Inf,26]	0.1194443	0.1121248	0.1267639
sal + aou	Atlantic	(26,26.5]	0.0940516	0.0863701	0.1017332
sal + aou	Atlantic	(26.5,26.75]	0.0545078	-0.0111614	0.1201769
sal + aou	Atlantic	(26.75,27]	0.0295706	-0.0565576	0.1156988
sal + aou	Atlantic	(27,27.25]	-0.0079052	-0.1351405	0.1193301
sal + aou	Atlantic	(27.25,27.5]	-0.0092136	-0.0924008	0.0739736
sal + aou	Atlantic	(27.5,27.75]	0.0290308	0.0287339	0.0293277
sal + aou	Atlantic	(27.75,27.85]	0.0298904	-0.0476225	0.1074032
sal + aou	Atlantic	(27.85,27.95]	-0.1098452	-0.1945754	-0.0251150
sal + aou	Atlantic	(27.95,28.05]	-0.3551488	-0.4166831	-0.2936145
sal + aou	Atlantic	(28.05,28.1]	-0.5943708	-0.6016998	-0.5870418
sal + aou	Atlantic	(28.1,28.15]	-0.7577094	-0.7812494	-0.7341694
sal + aou	Atlantic	(28.15,28.2]	-0.8817602	-0.8943637	-0.8691566
sal + aou	Atlantic	(28.2, Inf]	-0.4718388	-0.5952237	-0.3484540
sal + aou	Indian	(-Inf,26]	-0.0690319	-0.1513872	0.0133235
sal + aou	Indian	(26,26.5]	0.0823726	0.0745825	0.0901627
sal + aou	Indian	(26.5,26.75]	0.2452797	0.2444336	0.2461259
sal + aou	Indian	(26.75,27]	0.5249761	0.4501010	0.5998512
sal + aou	Indian	(27,27.25]	0.9021465	0.9000244	0.9042687
sal + aou	Indian	(27.25,27.5]	0.9458301	0.9182195	0.9734408
sal + aou	Indian	(27.5,27.75]	0.9438359	0.9177766	0.9698952
sal + aou	Indian	(27.75,27.85]	0.9663326	0.9616476	0.9710177
sal + aou	Indian	(27.85,27.95]	0.9361206	0.9318604	0.9403809
sal + aou	Indian	(27.95,28.05]	0.7086921	0.6643061	0.7530780
sal + aou	Indian	(28.05,28.1]	0.1369438	0.0272218	0.2466658
sal + aou	Indian	(28.1, Inf]	0.6201023	0.5980416	0.6421630
sal + aou	Pacific	(-Inf,26]	0.1777023	0.1767864	0.1786182
sal + aou	Pacific	(26,26.5]	0.3685577	0.2321107	0.5050046
sal + aou	Pacific	(26.5,26.75]	0.4324895	0.3330482	0.5319307
sal + aou	Pacific	(26.75,27]	0.0548413	-0.0475802	0.1572628
sal + aou	Pacific	(27,27.25]	-0.0358479	-0.1203608	0.0486650
sal + aou	Pacific	(27.25,27.5]	0.3313457	0.1749349	0.4877564
sal + aou	Pacific	(27.5,27.75]	0.3236102	0.1701859	0.4770344
sal + aou	Pacific	(27.75,27.85]	0.1327339	-0.0985243	0.3639921
sal + aou	Pacific	(27.85,27.95]	-0.0838141	-0.4391096	0.2714814
sal + aou	Pacific	(27.95,28.05]	-0.3708080	-0.7718188	0.0302028
sal + aou	Pacific	(28.05,28.1]	-0.4595442	-0.8860398	-0.0330486
sal + aou	Pacific	(28.1, Inf]	-0.2960083	-0.7223197	0.1303031
sal + nitrate	Atlantic	(-Inf,26]	-0.1029411	-0.1110613	-0.0948209
sal + nitrate	Atlantic	(26,26.5]	-0.2388119	-0.2573183	-0.2203054
sal + nitrate	Atlantic	(26.5,26.75]	-0.2779243	-0.3118965	-0.2439520
sal + nitrate	Atlantic	(26.75,27]	-0.3066680	-0.3222608	-0.2910751
sal + nitrate	Atlantic	(27,27.25]	-0.3923228	-0.4456263	-0.3390192
sal + nitrate	Atlantic	(27.25,27.5]	-0.4934293	-0.4980993	-0.4887594
sal + nitrate	Atlantic	(27.5,27.75]	-0.5544821	-0.5993809	-0.5095832
sal + nitrate	Atlantic	(27.75,27.85]	-0.5776830	-0.6136351	-0.5417310
sal + nitrate	Atlantic	(27.85,27.95]	-0.6302613	-0.6729010	-0.5876215
sal + nitrate	Atlantic	(27.95,28.05]	-0.7614982	-0.7887220	-0.7342743
sal + nitrate	Atlantic	(28.05,28.1]	-0.8306325	-0.8364654	-0.8247995
sal + nitrate	Atlantic	(28.1,28.15]	-0.8688607	-0.8757565	-0.8619649
sal + nitrate	Atlantic	(28.15,28.2]	-0.9334095	-0.9350307	-0.9317883
sal + nitrate	Atlantic	(28.2, Inf]	-0.8667853	-0.8997020	-0.8338686
sal + nitrate	Indian	(-Inf,26]	-0.1133292	-0.2049153	-0.0217431
sal + nitrate	Indian	(26,26.5]	-0.4678548	-0.6545454	-0.2811642
sal + nitrate	Indian	(26.5,26.75]	-0.4178166	-0.6645168	-0.1711163
sal + nitrate	Indian	(26.75,27]	-0.1392569	-0.4092680	0.1307542
sal + nitrate	Indian	(27,27.25]	0.4353005	0.3522024	0.5183986
sal + nitrate	Indian	(27.25,27.5]	0.7878027	0.7258011	0.8498042
sal + nitrate	Indian	(27.5,27.75]	0.8372083	0.7830522	0.8913645
sal + nitrate	Indian	(27.75,27.85]	0.8495110	0.8344423	0.8645798
sal + nitrate	Indian	(27.85,27.95]	0.6800144	0.6763549	0.6836740
sal + nitrate	Indian	(27.95,28.05]	0.1409628	0.0780429	0.2038827
sal + nitrate	Indian	(28.05,28.1]	-0.2989188	-0.3006306	-0.2972070
sal + nitrate	Indian	(28.1, Inf]	-0.1720087	-0.2359471	-0.1080703
sal + nitrate	Pacific	(-Inf,26]	-0.3345039	-0.3845799	-0.2844279
sal + nitrate	Pacific	(26,26.5]	-0.2495488	-0.4527115	-0.0463862
sal + nitrate	Pacific	(26.5,26.75]	-0.1563221	-0.3446527	0.0320084
sal + nitrate	Pacific	(26.75,27]	-0.2917396	-0.4091802	-0.1742989
sal + nitrate	Pacific	(27,27.25]	-0.1849902	-0.2665422	-0.1034383
sal + nitrate	Pacific	(27.25,27.5]	0.2882224	0.1304005	0.4460444
sal + nitrate	Pacific	(27.5,27.75]	0.3063465	0.1593037	0.4533893
sal + nitrate	Pacific	(27.75,27.85]	0.1111688	-0.1067535	0.3290910
sal + nitrate	Pacific	(27.85,27.95]	-0.1069150	-0.4558791	0.2420490
sal + nitrate	Pacific	(27.95,28.05]	-0.4296891	-0.7938574	-0.0655208
sal + nitrate	Pacific	(28.05,28.1]	-0.5358002	-0.9159322	-0.1556682
sal + nitrate	Pacific	(28.1, Inf]	-0.3965458	-0.8198466	0.0267550
sal + oxygen	Atlantic	(-Inf,26]	-0.5760785	-0.6438362	-0.5083207
sal + oxygen	Atlantic	(26,26.5]	-0.5475915	-0.6077529	-0.4874300
sal + oxygen	Atlantic	(26.5,26.75]	-0.4345240	-0.4469758	-0.4220722
sal + oxygen	Atlantic	(26.75,27]	-0.3654499	-0.4344507	-0.2964491
sal + oxygen	Atlantic	(27,27.25]	-0.3065950	-0.4216028	-0.1915872
sal + oxygen	Atlantic	(27.25,27.5]	-0.3228925	-0.4120641	-0.2337209
sal + oxygen	Atlantic	(27.5,27.75]	-0.3934595	-0.4093770	-0.3775419
sal + oxygen	Atlantic	(27.75,27.85]	-0.4202131	-0.4803682	-0.3600581
sal + oxygen	Atlantic	(27.85,27.95]	-0.2699853	-0.3453489	-0.1946217
sal + oxygen	Atlantic	(27.95,28.05]	-0.0328724	-0.1114540	0.0457091
sal + oxygen	Atlantic	(28.05,28.1]	0.3374710	0.3304386	0.3445034
sal + oxygen	Atlantic	(28.1,28.15]	0.6404293	0.6082997	0.6725589
sal + oxygen	Atlantic	(28.15,28.2]	0.8377006	0.8217557	0.8536455
sal + oxygen	Atlantic	(28.2, Inf]	0.3096176	0.1483150	0.4709203
sal + oxygen	Indian	(-Inf,26]	0.1417210	0.0124695	0.2709725
sal + oxygen	Indian	(26,26.5]	-0.2626007	-0.3233083	-0.2018931
sal + oxygen	Indian	(26.5,26.75]	-0.4391048	-0.5234632	-0.3547464
sal + oxygen	Indian	(26.75,27]	-0.6758841	-0.6950789	-0.6566893
sal + oxygen	Indian	(27,27.25]	-0.9429391	-0.9534465	-0.9324318
sal + oxygen	Indian	(27.25,27.5]	-0.9605889	-0.9848664	-0.9363114
sal + oxygen	Indian	(27.5,27.75]	-0.9487667	-0.9693251	-0.9282083
sal + oxygen	Indian	(27.75,27.85]	-0.9690852	-0.9713383	-0.9668321
sal + oxygen	Indian	(27.85,27.95]	-0.9516883	-0.9561441	-0.9472325
sal + oxygen	Indian	(27.95,28.05]	-0.7893408	-0.8315102	-0.7471714
sal + oxygen	Indian	(28.05,28.1]	-0.2639723	-0.4063877	-0.1215569
sal + oxygen	Indian	(28.1, Inf]	-0.7283891	-0.7532532	-0.7035251
sal + oxygen	Pacific	(-Inf,26]	-0.6001698	-0.6447344	-0.5556052
sal + oxygen	Pacific	(26,26.5]	-0.5677713	-0.6559606	-0.4795819
sal + oxygen	Pacific	(26.5,26.75]	-0.6061791	-0.6761629	-0.5361953
sal + oxygen	Pacific	(26.75,27]	-0.2458787	-0.3449595	-0.1467980
sal + oxygen	Pacific	(27,27.25]	-0.0773850	-0.1719035	0.0171335
sal + oxygen	Pacific	(27.25,27.5]	-0.4094738	-0.5689830	-0.2499646
sal + oxygen	Pacific	(27.5,27.75]	-0.3922880	-0.5516987	-0.2328774
sal + oxygen	Pacific	(27.75,27.85]	-0.2056657	-0.4485789	0.0372474
sal + oxygen	Pacific	(27.85,27.95]	0.0253513	-0.3574261	0.4081288
sal + oxygen	Pacific	(27.95,28.05]	0.3212924	-0.1272400	0.7698249
sal + oxygen	Pacific	(28.05,28.1]	0.4011153	-0.0777083	0.8799388
sal + oxygen	Pacific	(28.1, Inf]	0.2377801	-0.1965230	0.6720832
sal + phosphate	Atlantic	(-Inf,26]	-0.3589972	-0.3749346	-0.3430597
sal + phosphate	Atlantic	(26,26.5]	-0.4841953	-0.5446596	-0.4237310
sal + phosphate	Atlantic	(26.5,26.75]	-0.4559753	-0.5124107	-0.3995399
sal + phosphate	Atlantic	(26.75,27]	-0.4506743	-0.4751095	-0.4262391
sal + phosphate	Atlantic	(27,27.25]	-0.5060342	-0.5550961	-0.4569724
sal + phosphate	Atlantic	(27.25,27.5]	-0.5784984	-0.5864184	-0.5705783
sal + phosphate	Atlantic	(27.5,27.75]	-0.6234732	-0.6588821	-0.5880642
sal + phosphate	Atlantic	(27.75,27.85]	-0.6370449	-0.6657249	-0.6083650
sal + phosphate	Atlantic	(27.85,27.95]	-0.6639098	-0.7003477	-0.6274720
sal + phosphate	Atlantic	(27.95,28.05]	-0.7721549	-0.8007372	-0.7435727
sal + phosphate	Atlantic	(28.05,28.1]	-0.8429303	-0.8490104	-0.8368501
sal + phosphate	Atlantic	(28.1,28.15]	-0.8803235	-0.8868734	-0.8737735
sal + phosphate	Atlantic	(28.15,28.2]	-0.9360128	-0.9360979	-0.9359278
sal + phosphate	Atlantic	(28.2, Inf]	-0.8707453	-0.9040218	-0.8374689
sal + phosphate	Indian	(-Inf,26]	-0.0739189	-0.1818084	0.0339706
sal + phosphate	Indian	(26,26.5]	-0.4164811	-0.6436022	-0.1893600
sal + phosphate	Indian	(26.5,26.75]	-0.3618082	-0.6373549	-0.0862616
sal + phosphate	Indian	(26.75,27]	-0.0505450	-0.3546139	0.2535238
sal + phosphate	Indian	(27,27.25]	0.5929702	0.4701888	0.7157516
sal + phosphate	Indian	(27.25,27.5]	0.8636378	0.8497953	0.8774803
sal + phosphate	Indian	(27.5,27.75]	0.9037085	0.8799890	0.9274280
sal + phosphate	Indian	(27.75,27.85]	0.8939022	0.8701285	0.9176758
sal + phosphate	Indian	(27.85,27.95]	0.7120510	0.6882378	0.7358642
sal + phosphate	Indian	(27.95,28.05]	0.1938784	0.1195073	0.2682495
sal + phosphate	Indian	(28.05,28.1]	-0.2659864	-0.2840456	-0.2479272
sal + phosphate	Indian	(28.1, Inf]	-0.1605412	-0.2572676	-0.0638149
sal + phosphate	Pacific	(-Inf,26]	-0.3972334	-0.4818109	-0.3126560
sal + phosphate	Pacific	(26,26.5]	-0.2778562	-0.4750792	-0.0806331
sal + phosphate	Pacific	(26.5,26.75]	-0.1802050	-0.3625548	0.0021449
sal + phosphate	Pacific	(26.75,27]	-0.3143619	-0.4256514	-0.2030724
sal + phosphate	Pacific	(27,27.25]	-0.1889918	-0.2701696	-0.1078140
sal + phosphate	Pacific	(27.25,27.5]	0.2730871	0.1154017	0.4307725
sal + phosphate	Pacific	(27.5,27.75]	0.2974546	0.1485537	0.4463555
sal + phosphate	Pacific	(27.75,27.85]	0.1017605	-0.1109862	0.3145072
sal + phosphate	Pacific	(27.85,27.95]	-0.1311461	-0.4620746	0.1997824
sal + phosphate	Pacific	(27.95,28.05]	-0.4689068	-0.8019575	-0.1358561
sal + phosphate	Pacific	(28.05,28.1]	-0.5847981	-0.9180951	-0.2515010
sal + phosphate	Pacific	(28.1, Inf]	-0.4447501	-0.8200486	-0.0694515
sal + silicate	Atlantic	(-Inf,26]	-0.3285571	-0.3721428	-0.2849713
sal + silicate	Atlantic	(26,26.5]	-0.4204584	-0.5140955	-0.3268213
sal + silicate	Atlantic	(26.5,26.75]	-0.3491173	-0.4432083	-0.2550264
sal + silicate	Atlantic	(26.75,27]	-0.4132332	-0.4765509	-0.3499155
sal + silicate	Atlantic	(27,27.25]	-0.5626325	-0.6128905	-0.5123745
sal + silicate	Atlantic	(27.25,27.5]	-0.7153266	-0.7208310	-0.7098223
sal + silicate	Atlantic	(27.5,27.75]	-0.7737670	-0.7882585	-0.7592755
sal + silicate	Atlantic	(27.75,27.85]	-0.7160398	-0.7277268	-0.7043528
sal + silicate	Atlantic	(27.85,27.95]	-0.7477469	-0.7548651	-0.7406287
sal + silicate	Atlantic	(27.95,28.05]	-0.7950237	-0.8102158	-0.7798316
sal + silicate	Atlantic	(28.05,28.1]	-0.8254779	-0.8269616	-0.8239941
sal + silicate	Atlantic	(28.1,28.15]	-0.8648717	-0.8746301	-0.8551132
sal + silicate	Atlantic	(28.15,28.2]	-0.9053801	-0.9086443	-0.9021160
sal + silicate	Atlantic	(28.2, Inf]	-0.7993946	-0.8481945	-0.7505948
sal + silicate	Indian	(-Inf,26]	-0.1308457	-0.1806026	-0.0810888
sal + silicate	Indian	(26,26.5]	-0.0846065	-0.1188346	-0.0503784
sal + silicate	Indian	(26.5,26.75]	-0.0191175	-0.1471426	0.1089076
sal + silicate	Indian	(26.75,27]	0.1865911	-0.0315501	0.4047323
sal + silicate	Indian	(27,27.25]	0.3752917	0.1712462	0.5793372
sal + silicate	Indian	(27.25,27.5]	0.5640635	0.5241954	0.6039315
sal + silicate	Indian	(27.5,27.75]	0.7366740	0.6962206	0.7771275
sal + silicate	Indian	(27.75,27.85]	0.8241700	0.7988659	0.8494741
sal + silicate	Indian	(27.85,27.95]	0.7191245	0.6940360	0.7442130
sal + silicate	Indian	(27.95,28.05]	0.3785864	0.3563219	0.4008510
sal + silicate	Indian	(28.05,28.1]	-0.0742793	-0.1335802	-0.0149783
sal + silicate	Indian	(28.1, Inf]	-0.1697666	-0.1888630	-0.1506703
sal + silicate	Pacific	(-Inf,26]	-0.6262198	-0.6573666	-0.5950731
sal + silicate	Pacific	(26,26.5]	-0.6621345	-0.7270612	-0.5972078
sal + silicate	Pacific	(26.5,26.75]	-0.6476190	-0.6876610	-0.6075770
sal + silicate	Pacific	(26.75,27]	-0.6339866	-0.6573594	-0.6106139
sal + silicate	Pacific	(27,27.25]	-0.4433231	-0.4681358	-0.4185104
sal + silicate	Pacific	(27.25,27.5]	-0.0369310	-0.1158028	0.0419409
sal + silicate	Pacific	(27.5,27.75]	0.0986799	0.0366738	0.1606860
sal + silicate	Pacific	(27.75,27.85]	0.0013475	-0.1775371	0.1802321
sal + silicate	Pacific	(27.85,27.95]	-0.1626946	-0.4216844	0.0962951
sal + silicate	Pacific	(27.95,28.05]	-0.3936798	-0.6766443	-0.1107154
sal + silicate	Pacific	(28.05,28.1]	-0.5245199	-0.8204486	-0.2285911
sal + silicate	Pacific	(28.1, Inf]	-0.3924900	-0.8459553	0.0609753
sal + temp	Atlantic	(-Inf,26]	0.5751939	0.4658600	0.6845279
sal + temp	Atlantic	(26,26.5]	0.9708701	0.9688729	0.9728673
sal + temp	Atlantic	(26.5,26.75]	0.9748655	0.9741234	0.9756075
sal + temp	Atlantic	(26.75,27]	0.9744345	0.9741599	0.9747091
sal + temp	Atlantic	(27,27.25]	0.9775273	0.9762704	0.9787841
sal + temp	Atlantic	(27.25,27.5]	0.9728100	0.9708655	0.9747545
sal + temp	Atlantic	(27.5,27.75]	0.9630871	0.9610420	0.9651323
sal + temp	Atlantic	(27.75,27.85]	0.9656008	0.9644690	0.9667326
sal + temp	Atlantic	(27.85,27.95]	0.9662344	0.9631514	0.9693173
sal + temp	Atlantic	(27.95,28.05]	0.9656903	0.9653806	0.9659999
sal + temp	Atlantic	(28.05,28.1]	0.9748477	0.9707790	0.9789164
sal + temp	Atlantic	(28.1,28.15]	0.9672122	0.9605443	0.9738802
sal + temp	Atlantic	(28.15,28.2]	0.8071709	0.7030329	0.9113089
sal + temp	Atlantic	(28.2, Inf]	0.5824058	0.4071627	0.7576489
sal + temp	Indian	(-Inf,26]	-0.3531765	-0.5050026	-0.2013504
sal + temp	Indian	(26,26.5]	0.9540934	0.9441813	0.9640055
sal + temp	Indian	(26.5,26.75]	0.9811791	0.9786043	0.9837539
sal + temp	Indian	(26.75,27]	0.9794619	0.9747418	0.9841819
sal + temp	Indian	(27,27.25]	0.9703442	0.9664607	0.9742277
sal + temp	Indian	(27.25,27.5]	0.9534727	0.9493965	0.9575488
sal + temp	Indian	(27.5,27.75]	0.9343455	0.9258957	0.9427954
sal + temp	Indian	(27.75,27.85]	0.9576597	0.9537224	0.9615970
sal + temp	Indian	(27.85,27.95]	0.9595007	0.9491462	0.9698552
sal + temp	Indian	(27.95,28.05]	0.9546290	0.9441817	0.9650764
sal + temp	Indian	(28.05,28.1]	0.9279960	0.9029362	0.9530558
sal + temp	Indian	(28.1, Inf]	0.9288859	0.9213749	0.9363969
sal + temp	Pacific	(-Inf,26]	0.5980703	0.5457711	0.6503694
sal + temp	Pacific	(26,26.5]	0.9664752	0.9648491	0.9681014
sal + temp	Pacific	(26.5,26.75]	0.9808955	0.9797818	0.9820091
sal + temp	Pacific	(26.75,27]	0.9747900	0.9742103	0.9753697
sal + temp	Pacific	(27,27.25]	0.9454846	0.9399820	0.9509872
sal + temp	Pacific	(27.25,27.5]	0.8713013	0.8384461	0.9041565
sal + temp	Pacific	(27.5,27.75]	0.7599967	0.6733391	0.8466543
sal + temp	Pacific	(27.75,27.85]	0.8581413	0.7987108	0.9175718
sal + temp	Pacific	(27.85,27.95]	0.7282375	0.5729523	0.8835227
sal + temp	Pacific	(27.95,28.05]	0.5247614	0.2556721	0.7938508
sal + temp	Pacific	(28.05,28.1]	0.4540772	0.1566675	0.7514870
sal + temp	Pacific	(28.1, Inf]	0.0353961	-0.2952086	0.3660008
temp + aou	Atlantic	(-Inf,26]	-0.0567856	-0.0691011	-0.0444702
temp + aou	Atlantic	(26,26.5]	0.1030397	0.0891155	0.1169639
temp + aou	Atlantic	(26.5,26.75]	0.1013838	0.0491746	0.1535930
temp + aou	Atlantic	(26.75,27]	0.0834643	0.0033599	0.1635686
temp + aou	Atlantic	(27,27.25]	0.0634036	-0.0499551	0.1767622
temp + aou	Atlantic	(27.25,27.5]	0.0740586	-0.0011486	0.1492658
temp + aou	Atlantic	(27.5,27.75]	0.1146243	0.1131128	0.1161357
temp + aou	Atlantic	(27.75,27.85]	0.1034228	0.0237874	0.1830583
temp + aou	Atlantic	(27.85,27.95]	-0.0454492	-0.1211626	0.0302642
temp + aou	Atlantic	(27.95,28.05]	-0.3067944	-0.3216524	-0.2919363
temp + aou	Atlantic	(28.05,28.1]	-0.4661711	-0.4980442	-0.4342980
temp + aou	Atlantic	(28.1,28.15]	-0.6035140	-0.6527265	-0.5543015
temp + aou	Atlantic	(28.15,28.2]	-0.5906019	-0.7227459	-0.4584579
temp + aou	Atlantic	(28.2, Inf]	0.1879356	0.1678868	0.2079844
temp + aou	Indian	(-Inf,26]	-0.3645801	-0.4932573	-0.2359028
temp + aou	Indian	(26,26.5]	0.1120297	0.0921900	0.1318694
temp + aou	Indian	(26.5,26.75]	0.2463601	0.2462358	0.2464843
temp + aou	Indian	(26.75,27]	0.4488473	0.3818204	0.5158741
temp + aou	Indian	(27,27.25]	0.8365151	0.8216386	0.8513916
temp + aou	Indian	(27.25,27.5]	0.9055778	0.8996144	0.9115413
temp + aou	Indian	(27.5,27.75]	0.9416212	0.9408529	0.9423895
temp + aou	Indian	(27.75,27.85]	0.9653440	0.9639374	0.9667505
temp + aou	Indian	(27.85,27.95]	0.9327369	0.9189653	0.9465086
temp + aou	Indian	(27.95,28.05]	0.7529824	0.6993834	0.8065814
temp + aou	Indian	(28.05,28.1]	0.3833692	0.3181902	0.4485483
temp + aou	Indian	(28.1, Inf]	0.7833102	0.7784230	0.7881975
temp + aou	Pacific	(-Inf,26]	-0.1786521	-0.2084061	-0.1488981
temp + aou	Pacific	(26,26.5]	0.3305977	0.2139035	0.4472920
temp + aou	Pacific	(26.5,26.75]	0.4370718	0.3599928	0.5141507
temp + aou	Pacific	(26.75,27]	0.0576443	-0.0334261	0.1487148
temp + aou	Pacific	(27,27.25]	-0.0466555	-0.1269299	0.0336189
temp + aou	Pacific	(27.25,27.5]	0.2991327	0.1187994	0.4794661
temp + aou	Pacific	(27.5,27.75]	0.3707503	0.2182075	0.5232931
temp + aou	Pacific	(27.75,27.85]	0.2947762	0.1032444	0.4863081
temp + aou	Pacific	(27.85,27.95]	0.1821615	-0.1138427	0.4781656
temp + aou	Pacific	(27.95,28.05]	0.1047970	-0.2466542	0.4562483
temp + aou	Pacific	(28.05,28.1]	0.2039851	-0.1497877	0.5577580
temp + aou	Pacific	(28.1, Inf]	0.8224075	0.7916468	0.8531681
temp + nitrate	Atlantic	(-Inf,26]	-0.2397041	-0.2423325	-0.2370758
temp + nitrate	Atlantic	(26,26.5]	-0.2195551	-0.2269066	-0.2122036
temp + nitrate	Atlantic	(26.5,26.75]	-0.2056555	-0.2236224	-0.1876886
temp + nitrate	Atlantic	(26.75,27]	-0.2328655	-0.2483032	-0.2174278
temp + nitrate	Atlantic	(27,27.25]	-0.3134820	-0.3571254	-0.2698386
temp + nitrate	Atlantic	(27.25,27.5]	-0.4159457	-0.4184314	-0.4134600
temp + nitrate	Atlantic	(27.5,27.75]	-0.4959199	-0.5487230	-0.4431167
temp + nitrate	Atlantic	(27.75,27.85]	-0.5620664	-0.6043423	-0.5197905
temp + nitrate	Atlantic	(27.85,27.95]	-0.6063299	-0.6477528	-0.5649070
temp + nitrate	Atlantic	(27.95,28.05]	-0.7277405	-0.7284281	-0.7270529
temp + nitrate	Atlantic	(28.05,28.1]	-0.7443101	-0.7520948	-0.7365254
temp + nitrate	Atlantic	(28.1,28.15]	-0.7484739	-0.7731862	-0.7237615
temp + nitrate	Atlantic	(28.15,28.2]	-0.6453989	-0.7674848	-0.5233131
temp + nitrate	Atlantic	(28.2, Inf]	-0.2566578	-0.3826711	-0.1306445
temp + nitrate	Indian	(-Inf,26]	-0.4396689	-0.5358585	-0.3434793
temp + nitrate	Indian	(26,26.5]	-0.4321486	-0.6294406	-0.2348567
temp + nitrate	Indian	(26.5,26.75]	-0.4099371	-0.6477770	-0.1720972
temp + nitrate	Indian	(26.75,27]	-0.2150103	-0.4596466	0.0296260
temp + nitrate	Indian	(27,27.25]	0.3166523	0.2142754	0.4190293
temp + nitrate	Indian	(27.25,27.5]	0.7216781	0.7141195	0.7292367
temp + nitrate	Indian	(27.5,27.75]	0.8626639	0.8423796	0.8829482
temp + nitrate	Indian	(27.75,27.85]	0.8760602	0.8698688	0.8822517
temp + nitrate	Indian	(27.85,27.95]	0.6853532	0.6685691	0.7021374
temp + nitrate	Indian	(27.95,28.05]	0.2195184	0.1722516	0.2667853
temp + nitrate	Indian	(28.05,28.1]	-0.0285053	-0.0766178	0.0196071
temp + nitrate	Indian	(28.1, Inf]	0.0347534	-0.0717668	0.1412735
temp + nitrate	Pacific	(-Inf,26]	-0.6025745	-0.6242788	-0.5808702
temp + nitrate	Pacific	(26,26.5]	-0.3107045	-0.4942585	-0.1271506
temp + nitrate	Pacific	(26.5,26.75]	-0.1652213	-0.3374825	0.0070398
temp + nitrate	Pacific	(26.75,27]	-0.3033109	-0.4179456	-0.1886761
temp + nitrate	Pacific	(27,27.25]	-0.2235293	-0.3017365	-0.1453220
temp + nitrate	Pacific	(27.25,27.5]	0.2167681	0.0329241	0.4006121
temp + nitrate	Pacific	(27.5,27.75]	0.3424480	0.1933892	0.4915068
temp + nitrate	Pacific	(27.75,27.85]	0.2690697	0.0838544	0.4542850
temp + nitrate	Pacific	(27.85,27.95]	0.1601639	-0.1332224	0.4535503
temp + nitrate	Pacific	(27.95,28.05]	0.0531909	-0.2655630	0.3719448
temp + nitrate	Pacific	(28.05,28.1]	0.1278972	-0.1963827	0.4521771
temp + nitrate	Pacific	(28.1, Inf]	0.6365064	0.6120297	0.6609830
temp + oxygen	Atlantic	(-Inf,26]	-0.6851456	-0.6949971	-0.6752941
temp + oxygen	Atlantic	(26,26.5]	-0.5794212	-0.6490156	-0.5098269
temp + oxygen	Atlantic	(26.5,26.75]	-0.4949888	-0.4964467	-0.4935308
temp + oxygen	Atlantic	(26.75,27]	-0.4300676	-0.4917816	-0.3683537
temp + oxygen	Atlantic	(27,27.25]	-0.3836302	-0.4825904	-0.2846700
temp + oxygen	Atlantic	(27.25,27.5]	-0.4108579	-0.4899153	-0.3318005
temp + oxygen	Atlantic	(27.5,27.75]	-0.4868849	-0.5006418	-0.4731280
temp + oxygen	Atlantic	(27.75,27.85]	-0.5056720	-0.5638860	-0.4474580
temp + oxygen	Atlantic	(27.85,27.95]	-0.3479504	-0.4109828	-0.2849179
temp + oxygen	Atlantic	(27.95,28.05]	-0.0999955	-0.1300729	-0.0699181
temp + oxygen	Atlantic	(28.05,28.1]	0.1858205	0.1522318	0.2194091
temp + oxygen	Atlantic	(28.1,28.15]	0.4634521	0.4034511	0.5234532
temp + oxygen	Atlantic	(28.15,28.2]	0.5052901	0.3544349	0.6561454
temp + oxygen	Atlantic	(28.2, Inf]	-0.3809959	-0.3841570	-0.3778349
temp + oxygen	Indian	(-Inf,26]	0.1288357	-0.0416471	0.2993186
temp + oxygen	Indian	(26,26.5]	-0.2987077	-0.3490371	-0.2483784
temp + oxygen	Indian	(26.5,26.75]	-0.4456098	-0.5333305	-0.3578890
temp + oxygen	Indian	(26.75,27]	-0.6135530	-0.6232854	-0.6038206
temp + oxygen	Indian	(27,27.25]	-0.8983363	-0.9006159	-0.8960566
temp + oxygen	Indian	(27.25,27.5]	-0.9403225	-0.9426090	-0.9380360
temp + oxygen	Indian	(27.5,27.75]	-0.9632963	-0.9633334	-0.9632591
temp + oxygen	Indian	(27.75,27.85]	-0.9795411	-0.9801230	-0.9789592
temp + oxygen	Indian	(27.85,27.95]	-0.9593655	-0.9690349	-0.9496961
temp + oxygen	Indian	(27.95,28.05]	-0.8359748	-0.8829879	-0.7889617
temp + oxygen	Indian	(28.05,28.1]	-0.5030510	-0.5954489	-0.4106531
temp + oxygen	Indian	(28.1, Inf]	-0.8718783	-0.8733249	-0.8704316
temp + oxygen	Pacific	(-Inf,26]	-0.4990799	-0.5656455	-0.4325143
temp + oxygen	Pacific	(26,26.5]	-0.5435800	-0.6124272	-0.4747328
temp + oxygen	Pacific	(26.5,26.75]	-0.6166139	-0.6670345	-0.5661934
temp + oxygen	Pacific	(26.75,27]	-0.2545704	-0.3429377	-0.1662031
temp + oxygen	Pacific	(27,27.25]	-0.0731124	-0.1636446	0.0174197
temp + oxygen	Pacific	(27.25,27.5]	-0.3912506	-0.5735779	-0.2089232
temp + oxygen	Pacific	(27.5,27.75]	-0.4617887	-0.6133266	-0.3102507
temp + oxygen	Pacific	(27.75,27.85]	-0.3752139	-0.5731365	-0.1772913
temp + oxygen	Pacific	(27.85,27.95]	-0.2543067	-0.5650700	0.0564565
temp + oxygen	Pacific	(27.95,28.05]	-0.1763845	-0.5527350	0.1999659
temp + oxygen	Pacific	(28.05,28.1]	-0.2625008	-0.6479802	0.1229787
temp + oxygen	Pacific	(28.1, Inf]	-0.8725005	-0.9094683	-0.8355327
temp + phosphate	Atlantic	(-Inf,26]	-0.4742007	-0.5267456	-0.4216559
temp + phosphate	Atlantic	(26,26.5]	-0.4610102	-0.5126873	-0.4093330
temp + phosphate	Atlantic	(26.5,26.75]	-0.3839812	-0.4272846	-0.3406778
temp + phosphate	Atlantic	(26.75,27]	-0.3741542	-0.3975340	-0.3507744
temp + phosphate	Atlantic	(27,27.25]	-0.4253456	-0.4652725	-0.3854187
temp + phosphate	Atlantic	(27.25,27.5]	-0.5018097	-0.5025209	-0.5010986
temp + phosphate	Atlantic	(27.5,27.75]	-0.5633895	-0.6072455	-0.5195335
temp + phosphate	Atlantic	(27.75,27.85]	-0.6202043	-0.6555973	-0.5848113
temp + phosphate	Atlantic	(27.85,27.95]	-0.6404785	-0.6758052	-0.6051518
temp + phosphate	Atlantic	(27.95,28.05]	-0.7401858	-0.7425777	-0.7377940
temp + phosphate	Atlantic	(28.05,28.1]	-0.7583047	-0.7655542	-0.7510552
temp + phosphate	Atlantic	(28.1,28.15]	-0.7637990	-0.7880020	-0.7395961
temp + phosphate	Atlantic	(28.15,28.2]	-0.6511543	-0.7710123	-0.5312964
temp + phosphate	Atlantic	(28.2, Inf]	-0.2618270	-0.3859084	-0.1377457
temp + phosphate	Indian	(-Inf,26]	-0.4405431	-0.5090631	-0.3720231
temp + phosphate	Indian	(26,26.5]	-0.3858456	-0.6158825	-0.1558087
temp + phosphate	Indian	(26.5,26.75]	-0.3549619	-0.6145142	-0.0954097
temp + phosphate	Indian	(26.75,27]	-0.1320948	-0.4028599	0.1386703
temp + phosphate	Indian	(27,27.25]	0.4738067	0.3444554	0.6031580
temp + phosphate	Indian	(27.25,27.5]	0.7812380	0.7517128	0.8107632
temp + phosphate	Indian	(27.5,27.75]	0.8912335	0.8893095	0.8931575
temp + phosphate	Indian	(27.75,27.85]	0.8665499	0.8637439	0.8693560
temp + phosphate	Indian	(27.85,27.95]	0.6795016	0.6729957	0.6860074
temp + phosphate	Indian	(27.95,28.05]	0.2570891	0.2049462	0.3092320
temp + phosphate	Indian	(28.05,28.1]	0.0043836	-0.0581189	0.0668861
temp + phosphate	Indian	(28.1, Inf]	0.0493580	-0.0885026	0.1872186
temp + phosphate	Pacific	(-Inf,26]	-0.6297744	-0.6683291	-0.5912197
temp + phosphate	Pacific	(26,26.5]	-0.3419890	-0.5217887	-0.1621894
temp + phosphate	Pacific	(26.5,26.75]	-0.1982131	-0.3626606	-0.0337656
temp + phosphate	Pacific	(26.75,27]	-0.3263594	-0.4294660	-0.2232528
temp + phosphate	Pacific	(27,27.25]	-0.2196434	-0.2965311	-0.1427558
temp + phosphate	Pacific	(27.25,27.5]	0.2060528	0.0228639	0.3892416
temp + phosphate	Pacific	(27.5,27.75]	0.3338041	0.1827936	0.4848147
temp + phosphate	Pacific	(27.75,27.85]	0.2531636	0.0734865	0.4328408
temp + phosphate	Pacific	(27.85,27.95]	0.1370309	-0.1360368	0.4100985
temp + phosphate	Pacific	(27.95,28.05]	0.0184127	-0.2709255	0.3077509
temp + phosphate	Pacific	(28.05,28.1]	0.0957695	-0.1686733	0.3602124
temp + phosphate	Pacific	(28.1, Inf]	0.6192706	0.5770329	0.6615083
temp + silicate	Atlantic	(-Inf,26]	-0.1381336	-0.2459350	-0.0303323
temp + silicate	Atlantic	(26,26.5]	-0.4409568	-0.5248548	-0.3570588
temp + silicate	Atlantic	(26.5,26.75]	-0.3405243	-0.4296934	-0.2513553
temp + silicate	Atlantic	(26.75,27]	-0.4342271	-0.5087914	-0.3596628
temp + silicate	Atlantic	(27,27.25]	-0.5723014	-0.6208542	-0.5237486
temp + silicate	Atlantic	(27.25,27.5]	-0.7424140	-0.7545151	-0.7303129
temp + silicate	Atlantic	(27.5,27.75]	-0.8126589	-0.8303060	-0.7950118
temp + silicate	Atlantic	(27.75,27.85]	-0.7596351	-0.7683291	-0.7509412
temp + silicate	Atlantic	(27.85,27.95]	-0.7475301	-0.7535242	-0.7415359
temp + silicate	Atlantic	(27.95,28.05]	-0.7669359	-0.7784405	-0.7554313
temp + silicate	Atlantic	(28.05,28.1]	-0.7327930	-0.7471458	-0.7184402
temp + silicate	Atlantic	(28.1,28.15]	-0.7401498	-0.7688563	-0.7114433
temp + silicate	Atlantic	(28.15,28.2]	-0.6004415	-0.7268216	-0.4740614
temp + silicate	Atlantic	(28.2, Inf]	-0.1830843	-0.2894118	-0.0767569
temp + silicate	Indian	(-Inf,26]	-0.3671610	-0.4712505	-0.2630714
temp + silicate	Indian	(26,26.5]	-0.0521709	-0.1058466	0.0015049
temp + silicate	Indian	(26.5,26.75]	-0.0464112	-0.2052814	0.1124590
temp + silicate	Indian	(26.75,27]	0.0792982	-0.1442529	0.3028492
temp + silicate	Indian	(27,27.25]	0.2278480	-0.0057395	0.4614355
temp + silicate	Indian	(27.25,27.5]	0.4100344	0.3002018	0.5198670
temp + silicate	Indian	(27.5,27.75]	0.6111820	0.5706225	0.6517415
temp + silicate	Indian	(27.75,27.85]	0.7196083	0.6905466	0.7486700
temp + silicate	Indian	(27.85,27.95]	0.6265162	0.6208339	0.6321984
temp + silicate	Indian	(27.95,28.05]	0.3703405	0.3638060	0.3768751
temp + silicate	Indian	(28.05,28.1]	0.1791028	0.1683904	0.1898153
temp + silicate	Indian	(28.1, Inf]	-0.0583288	-0.1361586	0.0195010
temp + silicate	Pacific	(-Inf,26]	-0.7161346	-0.7317803	-0.7004889
temp + silicate	Pacific	(26,26.5]	-0.7059959	-0.7558140	-0.6561779
temp + silicate	Pacific	(26.5,26.75]	-0.6404816	-0.6728658	-0.6080975
temp + silicate	Pacific	(26.75,27]	-0.6176166	-0.6411923	-0.5940409
temp + silicate	Pacific	(27,27.25]	-0.4411419	-0.4697952	-0.4124886
temp + silicate	Pacific	(27.25,27.5]	-0.1060115	-0.2199042	0.0078812
temp + silicate	Pacific	(27.5,27.75]	0.0107090	-0.0773705	0.0987885
temp + silicate	Pacific	(27.75,27.85]	0.0975357	-0.0685257	0.2635970
temp + silicate	Pacific	(27.85,27.95]	0.0034575	-0.2489678	0.2558828
temp + silicate	Pacific	(27.95,28.05]	-0.0926995	-0.4229493	0.2375504
temp + silicate	Pacific	(28.05,28.1]	0.0743112	-0.1952279	0.3438502
temp + silicate	Pacific	(28.1, Inf]	0.5605886	0.4489098	0.6722674

rm(cor_predictors, cor_predictors_stats)

3.2.3 C* vs individual predictors

Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

# plot figure
cor_target_predictor_stats %>% 
  mutate(predictor = reorder(predictor, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "C* correlation with...") +
  theme(legend.position = "top")

Past versions of correlation_predictors-1.png

Version	Author	Date
046c556	jens-daniel-mueller	2021-10-07
ac73c23	jens-daniel-mueller	2021-10-07
0bd4ea2	jens-daniel-mueller	2021-10-07
6969c18	jens-daniel-mueller	2021-10-07
06afaca	jens-daniel-mueller	2021-09-23
c0bbbe4	jens-daniel-mueller	2021-09-22
9eac969	jens-daniel-mueller	2021-08-30
3a584b7	jens-daniel-mueller	2021-08-30
deb425c	jens-daniel-mueller	2021-08-24
534854b	jens-daniel-mueller	2021-08-19
77f4ba7	jens-daniel-mueller	2021-08-19
ece96df	jens-daniel-mueller	2021-08-19
27c99b8	jens-daniel-mueller	2021-08-19
a03f2f0	jens-daniel-mueller	2021-08-18
9335b31	jens-daniel-mueller	2021-08-10
9943b45	jens-daniel-mueller	2021-08-10
0b00a2b	jens-daniel-mueller	2021-08-09
755c6b1	jens-daniel-mueller	2021-08-09
cd8e0d5	jens-daniel-mueller	2021-08-06
15773a0	jens-daniel-mueller	2021-08-06
da61d1a	jens-daniel-mueller	2021-08-06
340d731	jens-daniel-mueller	2021-08-06
71546e4	jens-daniel-mueller	2021-08-06
29444a1	jens-daniel-mueller	2021-08-05
42e80c0	jens-daniel-mueller	2021-08-04
48f6eed	jens-daniel-mueller	2021-08-04
81a46a4	jens-daniel-mueller	2021-08-03
b88c61b	jens-daniel-mueller	2021-08-03
a53656d	jens-daniel-mueller	2021-08-03
88f7356	jens-daniel-mueller	2021-08-02
d759279	jens-daniel-mueller	2021-08-02
127b801	jens-daniel-mueller	2021-07-24
912d90e	jens-daniel-mueller	2021-07-23
2477316	jens-daniel-mueller	2021-07-23
c9ccc00	jens-daniel-mueller	2021-07-22
c18a8b1	jens-daniel-mueller	2021-07-09
910d64a	jens-daniel-mueller	2021-07-02
1cbf907	jens-daniel-mueller	2021-07-02
955f5dc	jens-daniel-mueller	2021-06-29
9480f94	jens-daniel-mueller	2021-06-29
d054c39	jens-daniel-mueller	2021-06-24
4fcd066	jens-daniel-mueller	2021-06-24
3b6387f	jens-daniel-mueller	2021-06-18
c6b3da6	jens-daniel-mueller	2021-06-14
439ee80	jens-daniel-mueller	2021-06-11
33ffcab	jens-daniel-mueller	2021-06-10
7e1f407	jens-daniel-mueller	2021-06-10
2cbe18c	jens-daniel-mueller	2021-06-10
69c79d0	jens-daniel-mueller	2021-06-08
1772903	jens-daniel-mueller	2021-06-07
594ed9a	jens-daniel-mueller	2021-06-04
db7df0e	jens-daniel-mueller	2021-06-04
2edc791	jens-daniel-mueller	2021-06-04
207339d	jens-daniel-mueller	2021-06-03
315710b	jens-daniel-mueller	2021-06-03
d37a85d	jens-daniel-mueller	2021-05-31
4b7a5ee	jens-daniel-mueller	2021-05-28
25bd183	jens-daniel-mueller	2021-05-26
62bd574	jens-daniel-mueller	2021-05-20
7c56c39	jens-daniel-mueller	2021-05-19
52e7583	jens-daniel-mueller	2021-05-12
969e631	jens-daniel-mueller	2021-05-12
d2a83bc	jens-daniel-mueller	2021-04-16
c0a47df	jens-daniel-mueller	2021-04-16
50290e8	jens-daniel-mueller	2021-04-16
a00ec94	jens-daniel-mueller	2021-04-16
b6fe355	jens-daniel-mueller	2021-04-16
81b7c6d	jens-daniel-mueller	2021-04-16
ddec5b7	jens-daniel-mueller	2021-04-15
29edae5	jens-daniel-mueller	2021-04-14
099d566	jens-daniel-mueller	2021-04-14
bb44686	jens-daniel-mueller	2021-04-14
bf40480	jens-daniel-mueller	2021-04-13
9f31fe3	jens-daniel-mueller	2021-04-13
338dd3c	jens-daniel-mueller	2021-04-09
a79ca2c	jens-daniel-mueller	2021-04-09
eb827c9	jens-daniel-mueller	2021-04-07
19faa17	jens-daniel-mueller	2021-03-24
03b6009	jens-daniel-mueller	2021-03-23
98d4a6d	jens-daniel-mueller	2021-03-23
f155edd	jens-daniel-mueller	2021-03-23
83a13de	jens-daniel-mueller	2021-03-20
cf98c6d	jens-daniel-mueller	2021-03-16
a1d52ff	jens-daniel-mueller	2021-03-15
0bade3b	jens-daniel-mueller	2021-03-15
27c1f4b	jens-daniel-mueller	2021-03-14
af75ebf	jens-daniel-mueller	2021-03-14
5017709	jens-daniel-mueller	2021-03-11
585b07f	jens-daniel-mueller	2021-03-11
85a5ed2	jens-daniel-mueller	2021-03-10
6c0bec6	jens-daniel-mueller	2021-03-05
3c2ec33	jens-daniel-mueller	2021-03-05
af70b94	jens-daniel-mueller	2021-03-04
7b672f7	jens-daniel-mueller	2021-01-11
33ba23c	jens-daniel-mueller	2021-01-07
318609d	jens-daniel-mueller	2020-12-23
9d0b2d0	jens-daniel-mueller	2020-12-23
0aa2b50	jens-daniel-mueller	2020-12-23
2886da0	jens-daniel-mueller	2020-12-19
02f0ee9	jens-daniel-mueller	2020-12-18
7bcb4eb	jens-daniel-mueller	2020-12-18
158fe26	jens-daniel-mueller	2020-12-15
7a9a4cb	jens-daniel-mueller	2020-12-15
61b263c	jens-daniel-mueller	2020-12-15
984697e	jens-daniel-mueller	2020-12-12
3ebff89	jens-daniel-mueller	2020-12-12
5d96d3c	jens-daniel-mueller	2020-12-11
24a632f	jens-daniel-mueller	2020-12-07
6a8004b	jens-daniel-mueller	2020-12-07
70bf1a5	jens-daniel-mueller	2020-12-07
7555355	jens-daniel-mueller	2020-12-07
143d6fa	jens-daniel-mueller	2020-12-07
090e4d5	jens-daniel-mueller	2020-12-02
0ff728b	jens-daniel-mueller	2020-12-01
91435ae	jens-daniel-mueller	2020-12-01
196be51	jens-daniel-mueller	2020-11-30
bc61ce3	Jens Müller	2020-11-30

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	0.2840411	0.2835556	0.2845267
aou	Atlantic	(26,26.5]	-0.0083773	-0.0168029	0.0000482
aou	Atlantic	(26.5,26.75]	-0.2618414	-0.3287675	-0.1949153
aou	Atlantic	(26.75,27]	-0.3582399	-0.4435985	-0.2728812
aou	Atlantic	(27,27.25]	-0.4339274	-0.5155004	-0.3523544
aou	Atlantic	(27.25,27.5]	-0.4926778	-0.5342713	-0.4510843
aou	Atlantic	(27.5,27.75]	-0.5103904	-0.5189419	-0.5018389
aou	Atlantic	(27.75,27.85]	-0.5265757	-0.5941807	-0.4589707
aou	Atlantic	(27.85,27.95]	-0.6816432	-0.7221751	-0.6411113
aou	Atlantic	(27.95,28.05]	-0.7660251	-0.7753846	-0.7566656
aou	Atlantic	(28.05,28.1]	-0.8299036	-0.8426231	-0.8171841
aou	Atlantic	(28.1,28.15]	-0.8967270	-0.9045511	-0.8889029
aou	Atlantic	(28.15,28.2]	-0.9354968	-0.9449484	-0.9260451
aou	Atlantic	(28.2, Inf]	-0.6345117	-0.7538799	-0.5151436
aou	Indian	(-Inf,26]	0.0622608	-0.0663696	0.1908913
aou	Indian	(26,26.5]	-0.3379661	-0.5471151	-0.1288170
aou	Indian	(26.5,26.75]	-0.2072718	-0.4350739	0.0205303
aou	Indian	(26.75,27]	-0.0627679	-0.1934337	0.0678980
aou	Indian	(27,27.25]	0.3478301	0.2914959	0.4041643
aou	Indian	(27.25,27.5]	0.1136972	0.1012464	0.1261479
aou	Indian	(27.5,27.75]	0.2062936	0.1960394	0.2165479
aou	Indian	(27.75,27.85]	0.1320193	0.0336221	0.2304165
aou	Indian	(27.85,27.95]	0.2638357	0.1248103	0.4028610
aou	Indian	(27.95,28.05]	0.0855047	-0.0822271	0.2532366
aou	Indian	(28.05,28.1]	0.0032550	-0.0604225	0.0669324
aou	Indian	(28.1, Inf]	0.3214514	0.2135663	0.4293364
aou	Pacific	(-Inf,26]	0.3248378	0.3086094	0.3410662
aou	Pacific	(26,26.5]	0.0577908	0.0388848	0.0766967
aou	Pacific	(26.5,26.75]	0.0676752	0.0478259	0.0875245
aou	Pacific	(26.75,27]	-0.1811144	-0.2339027	-0.1283262
aou	Pacific	(27,27.25]	0.1823556	0.1544830	0.2102282
aou	Pacific	(27.25,27.5]	0.5599007	0.4971461	0.6226552
aou	Pacific	(27.5,27.75]	0.6727041	0.6170237	0.7283846
aou	Pacific	(27.75,27.85]	0.7822804	0.7631475	0.8014134
aou	Pacific	(27.85,27.95]	0.7703992	0.7521904	0.7886080
aou	Pacific	(27.95,28.05]	0.5496744	0.5312960	0.5680528
aou	Pacific	(28.05,28.1]	0.3467489	0.3002529	0.3932449
aou	Pacific	(28.1, Inf]	0.3084499	0.3052116	0.3116882
nitrate	Atlantic	(-Inf,26]	0.2492324	0.2201608	0.2783040
nitrate	Atlantic	(26,26.5]	-0.3335064	-0.3640165	-0.3029963
nitrate	Atlantic	(26.5,26.75]	-0.5901423	-0.5964040	-0.5838806
nitrate	Atlantic	(26.75,27]	-0.7055516	-0.7076328	-0.7034703
nitrate	Atlantic	(27,27.25]	-0.8079860	-0.8173357	-0.7986362
nitrate	Atlantic	(27.25,27.5]	-0.8872698	-0.8945878	-0.8799517
nitrate	Atlantic	(27.5,27.75]	-0.9249409	-0.9356403	-0.9142416
nitrate	Atlantic	(27.75,27.85]	-0.9314830	-0.9507548	-0.9122111
nitrate	Atlantic	(27.85,27.95]	-0.9335688	-0.9488028	-0.9183347
nitrate	Atlantic	(27.95,28.05]	-0.9325961	-0.9351126	-0.9300795
nitrate	Atlantic	(28.05,28.1]	-0.9256572	-0.9282451	-0.9230693
nitrate	Atlantic	(28.1,28.15]	-0.9357060	-0.9394900	-0.9319221
nitrate	Atlantic	(28.15,28.2]	-0.9659581	-0.9685358	-0.9633805
nitrate	Atlantic	(28.2, Inf]	-0.9285271	-0.9550733	-0.9019810
nitrate	Indian	(-Inf,26]	0.0507315	-0.0612233	0.1626862
nitrate	Indian	(26,26.5]	-0.7677614	-0.7721801	-0.7633426
nitrate	Indian	(26.5,26.75]	-0.7658010	-0.7960375	-0.7355644
nitrate	Indian	(26.75,27]	-0.6471116	-0.7002557	-0.5939674
nitrate	Indian	(27,27.25]	-0.1145750	-0.1602183	-0.0689317
nitrate	Indian	(27.25,27.5]	-0.0144795	-0.0394918	0.0105329
nitrate	Indian	(27.5,27.75]	0.1260392	0.1104758	0.1416025
nitrate	Indian	(27.75,27.85]	0.0637268	-0.0180730	0.1455265
nitrate	Indian	(27.85,27.95]	0.0652201	-0.0362190	0.1666591
nitrate	Indian	(27.95,28.05]	-0.2965132	-0.3348648	-0.2581616
nitrate	Indian	(28.05,28.1]	-0.2476578	-0.2560157	-0.2392999
nitrate	Indian	(28.1, Inf]	-0.1484391	-0.1696134	-0.1272648
nitrate	Pacific	(-Inf,26]	0.0934742	0.0328926	0.1540558
nitrate	Pacific	(26,26.5]	-0.5068503	-0.5895649	-0.4241357
nitrate	Pacific	(26.5,26.75]	-0.4597312	-0.5322991	-0.3871633
nitrate	Pacific	(26.75,27]	-0.4396528	-0.5205434	-0.3587622
nitrate	Pacific	(27,27.25]	0.1108587	0.0780718	0.1436457
nitrate	Pacific	(27.25,27.5]	0.4991358	0.4293483	0.5689234
nitrate	Pacific	(27.5,27.75]	0.6070074	0.5483085	0.6657063
nitrate	Pacific	(27.75,27.85]	0.7459626	0.7270397	0.7648856
nitrate	Pacific	(27.85,27.95]	0.7375891	0.7233362	0.7518419
nitrate	Pacific	(27.95,28.05]	0.5032675	0.4806824	0.5258526
nitrate	Pacific	(28.05,28.1]	0.3089076	0.2698182	0.3479969
nitrate	Pacific	(28.1, Inf]	0.2742270	0.2344707	0.3139833
oxygen	Atlantic	(-Inf,26]	0.1876882	0.1546125	0.2207638
oxygen	Atlantic	(26,26.5]	-0.0649603	-0.0996792	-0.0302413
oxygen	Atlantic	(26.5,26.75]	0.1518172	0.0867021	0.2169322
oxygen	Atlantic	(26.75,27]	0.1981766	0.1039577	0.2923955
oxygen	Atlantic	(27,27.25]	0.2338794	0.1460822	0.3216766
oxygen	Atlantic	(27.25,27.5]	0.2362653	0.1730663	0.2994642
oxygen	Atlantic	(27.5,27.75]	0.1867273	0.1519720	0.2214827
oxygen	Atlantic	(27.75,27.85]	0.1573706	0.0939145	0.2208267
oxygen	Atlantic	(27.85,27.95]	0.3783932	0.3383159	0.4184705
oxygen	Atlantic	(27.95,28.05]	0.4989306	0.4754821	0.5223792
oxygen	Atlantic	(28.05,28.1]	0.6870546	0.6718535	0.7022558
oxygen	Atlantic	(28.1,28.15]	0.8528452	0.8435572	0.8621331
oxygen	Atlantic	(28.15,28.2]	0.9233112	0.9126630	0.9339594
oxygen	Atlantic	(28.2, Inf]	0.4994004	0.3447687	0.6540322
oxygen	Indian	(-Inf,26]	0.1202829	-0.0351274	0.2756931
oxygen	Indian	(26,26.5]	0.1821578	-0.1026018	0.4669173
oxygen	Indian	(26.5,26.75]	0.0219479	-0.2955764	0.3394721
oxygen	Indian	(26.75,27]	-0.1023251	-0.2867074	0.0820573
oxygen	Indian	(27,27.25]	-0.3983758	-0.4536590	-0.3430925
oxygen	Indian	(27.25,27.5]	-0.1108424	-0.1261453	-0.0955395
oxygen	Indian	(27.5,27.75]	-0.1855715	-0.1968116	-0.1743314
oxygen	Indian	(27.75,27.85]	-0.1362118	-0.2296754	-0.0427483
oxygen	Indian	(27.85,27.95]	-0.2867915	-0.4202322	-0.1533507
oxygen	Indian	(27.95,28.05]	-0.1468558	-0.3187969	0.0250854
oxygen	Indian	(28.05,28.1]	-0.0508003	-0.1399511	0.0383505
oxygen	Indian	(28.1, Inf]	-0.3748876	-0.4887301	-0.2610450
oxygen	Pacific	(-Inf,26]	-0.0560186	-0.0765857	-0.0354516
oxygen	Pacific	(26,26.5]	-0.2468609	-0.2666152	-0.2271067
oxygen	Pacific	(26.5,26.75]	-0.2317492	-0.2771087	-0.1863896
oxygen	Pacific	(26.75,27]	0.0732912	0.0299693	0.1166131
oxygen	Pacific	(27,27.25]	-0.1669569	-0.1970910	-0.1368227
oxygen	Pacific	(27.25,27.5]	-0.5124878	-0.5801989	-0.4447768
oxygen	Pacific	(27.5,27.75]	-0.6197203	-0.6826610	-0.5567795
oxygen	Pacific	(27.75,27.85]	-0.7486486	-0.7713929	-0.7259043
oxygen	Pacific	(27.85,27.95]	-0.7504880	-0.7716630	-0.7293129
oxygen	Pacific	(27.95,28.05]	-0.5403901	-0.5605316	-0.5202486
oxygen	Pacific	(28.05,28.1]	-0.3497879	-0.3952352	-0.3043406
oxygen	Pacific	(28.1, Inf]	-0.3034544	-0.3169725	-0.2899364
phosphate	Atlantic	(-Inf,26]	0.2400053	0.1729385	0.3070720
phosphate	Atlantic	(26,26.5]	-0.4084717	-0.4548004	-0.3621431
phosphate	Atlantic	(26.5,26.75]	-0.6305774	-0.6337530	-0.6274018
phosphate	Atlantic	(26.75,27]	-0.7606946	-0.7654281	-0.7559611
phosphate	Atlantic	(27,27.25]	-0.8568972	-0.8595662	-0.8542281
phosphate	Atlantic	(27.25,27.5]	-0.9216476	-0.9297966	-0.9134986
phosphate	Atlantic	(27.5,27.75]	-0.9517727	-0.9591960	-0.9443494
phosphate	Atlantic	(27.75,27.85]	-0.9571660	-0.9687657	-0.9455662
phosphate	Atlantic	(27.85,27.95]	-0.9525713	-0.9620283	-0.9431143
phosphate	Atlantic	(27.95,28.05]	-0.9467977	-0.9473354	-0.9462599
phosphate	Atlantic	(28.05,28.1]	-0.9377889	-0.9440228	-0.9315549
phosphate	Atlantic	(28.1,28.15]	-0.9446818	-0.9531394	-0.9362242
phosphate	Atlantic	(28.15,28.2]	-0.9706642	-0.9740920	-0.9672364
phosphate	Atlantic	(28.2, Inf]	-0.9425313	-0.9647704	-0.9202921
phosphate	Indian	(-Inf,26]	0.0570152	-0.0359367	0.1499671
phosphate	Indian	(26,26.5]	-0.7653484	-0.7725484	-0.7581483
phosphate	Indian	(26.5,26.75]	-0.7557030	-0.7868324	-0.7245736
phosphate	Indian	(26.75,27]	-0.6255109	-0.6814118	-0.5696100
phosphate	Indian	(27,27.25]	-0.1034053	-0.1569014	-0.0499092
phosphate	Indian	(27.25,27.5]	-0.0510617	-0.0895026	-0.0126209
phosphate	Indian	(27.5,27.75]	0.1076386	0.1033092	0.1119680
phosphate	Indian	(27.75,27.85]	-0.0158115	-0.1087264	0.0771034
phosphate	Indian	(27.85,27.95]	-0.0268240	-0.1513419	0.0976939
phosphate	Indian	(27.95,28.05]	-0.3425822	-0.3867637	-0.2984008
phosphate	Indian	(28.05,28.1]	-0.2956362	-0.3308352	-0.2604372
phosphate	Indian	(28.1, Inf]	-0.2875513	-0.2985369	-0.2765656
phosphate	Pacific	(-Inf,26]	0.0259614	-0.0416956	0.0936183
phosphate	Pacific	(26,26.5]	-0.5883502	-0.6680121	-0.5086883
phosphate	Pacific	(26.5,26.75]	-0.5413395	-0.6102629	-0.4724161
phosphate	Pacific	(26.75,27]	-0.4833705	-0.5599260	-0.4068149
phosphate	Pacific	(27,27.25]	0.0959969	0.0688710	0.1231229
phosphate	Pacific	(27.25,27.5]	0.4922470	0.4223724	0.5621216
phosphate	Pacific	(27.5,27.75]	0.5889263	0.5233916	0.6544610
phosphate	Pacific	(27.75,27.85]	0.7144853	0.6876251	0.7413456
phosphate	Pacific	(27.85,27.95]	0.6969589	0.6797596	0.7141583
phosphate	Pacific	(27.95,28.05]	0.4164491	0.3963962	0.4365021
phosphate	Pacific	(28.05,28.1]	0.1665127	0.1307038	0.2023217
phosphate	Pacific	(28.1, Inf]	0.1255992	0.1163747	0.1348236
sal	Atlantic	(-Inf,26]	0.0501932	-0.1196531	0.2200395
sal	Atlantic	(26,26.5]	0.2480749	0.1399582	0.3561915
sal	Atlantic	(26.5,26.75]	0.3641118	0.3616450	0.3665786
sal	Atlantic	(26.75,27]	0.5064284	0.4915123	0.5213445
sal	Atlantic	(27,27.25]	0.6272306	0.6098772	0.6445839
sal	Atlantic	(27.25,27.5]	0.7009139	0.7004798	0.7013481
sal	Atlantic	(27.5,27.75]	0.7281928	0.7027037	0.7536819
sal	Atlantic	(27.75,27.85]	0.7121050	0.7056821	0.7185279
sal	Atlantic	(27.85,27.95]	0.6619699	0.6355938	0.6883461
sal	Atlantic	(27.95,28.05]	0.7139650	0.6909212	0.7370087
sal	Atlantic	(28.05,28.1]	0.7621806	0.7534047	0.7709565
sal	Atlantic	(28.1,28.15]	0.7856402	0.7556577	0.8156226
sal	Atlantic	(28.15,28.2]	0.8950615	0.8915132	0.8986099
sal	Atlantic	(28.2, Inf]	0.9127242	0.9000441	0.9254042
sal	Indian	(-Inf,26]	0.6945213	0.5809334	0.8081091
sal	Indian	(26,26.5]	0.7662464	0.6142871	0.9182056
sal	Indian	(26.5,26.75]	0.7884389	0.6449971	0.9318807
sal	Indian	(26.75,27]	0.6957155	0.5310203	0.8604106
sal	Indian	(27,27.25]	0.4942777	0.4207479	0.5678076
sal	Indian	(27.25,27.5]	0.1344236	0.1291626	0.1396845
sal	Indian	(27.5,27.75]	0.2501919	0.1823418	0.3180419
sal	Indian	(27.75,27.85]	0.1882868	0.0637415	0.3128322
sal	Indian	(27.85,27.95]	0.3711022	0.2229367	0.5192676
sal	Indian	(27.95,28.05]	0.4324562	0.2918446	0.5730678
sal	Indian	(28.05,28.1]	0.3976266	0.3020029	0.4932503
sal	Indian	(28.1, Inf]	0.4517815	0.3688947	0.5346683
sal	Pacific	(-Inf,26]	0.2266666	0.1916794	0.2616537
sal	Pacific	(26,26.5]	0.7329361	0.6883263	0.7775460
sal	Pacific	(26.5,26.75]	0.6974908	0.6317805	0.7632011
sal	Pacific	(26.75,27]	0.4875204	0.4353867	0.5396540
sal	Pacific	(27,27.25]	-0.2495994	-0.2642834	-0.2349154
sal	Pacific	(27.25,27.5]	-0.3104272	-0.3848832	-0.2359711
sal	Pacific	(27.5,27.75]	-0.1658241	-0.2320198	-0.0996285
sal	Pacific	(27.75,27.85]	-0.2056401	-0.4092096	-0.0020706
sal	Pacific	(27.85,27.95]	-0.1803590	-0.4577310	0.0970129
sal	Pacific	(27.95,28.05]	-0.1287195	-0.3121896	0.0547506
sal	Pacific	(28.05,28.1]	-0.0394527	-0.1475280	0.0686226
sal	Pacific	(28.1, Inf]	-0.0218827	-0.1186405	0.0748750
silicate	Atlantic	(-Inf,26]	-0.0852638	-0.2445351	0.0740075
silicate	Atlantic	(26,26.5]	-0.1468070	-0.2327043	-0.0609097
silicate	Atlantic	(26.5,26.75]	-0.3309872	-0.3920509	-0.2699234
silicate	Atlantic	(26.75,27]	-0.5079817	-0.5226825	-0.4932808
silicate	Atlantic	(27,27.25]	-0.6853542	-0.6992982	-0.6714102
silicate	Atlantic	(27.25,27.5]	-0.7865983	-0.7974646	-0.7757321
silicate	Atlantic	(27.5,27.75]	-0.8535496	-0.8541049	-0.8529944
silicate	Atlantic	(27.75,27.85]	-0.9070785	-0.9136007	-0.9005564
silicate	Atlantic	(27.85,27.95]	-0.9072190	-0.9207020	-0.8937360
silicate	Atlantic	(27.95,28.05]	-0.9065413	-0.9076709	-0.9054117
silicate	Atlantic	(28.05,28.1]	-0.9052282	-0.9109785	-0.8994778
silicate	Atlantic	(28.1,28.15]	-0.9250144	-0.9337828	-0.9162460
silicate	Atlantic	(28.15,28.2]	-0.9590764	-0.9630086	-0.9551441
silicate	Atlantic	(28.2, Inf]	-0.8874644	-0.9321161	-0.8428128
silicate	Indian	(-Inf,26]	0.0268980	-0.0831894	0.1369855
silicate	Indian	(26,26.5]	-0.4192752	-0.5600503	-0.2785001
silicate	Indian	(26.5,26.75]	-0.3656539	-0.4928574	-0.2384504
silicate	Indian	(26.75,27]	-0.2750233	-0.3134013	-0.2366453
silicate	Indian	(27,27.25]	0.1213375	0.1096857	0.1329894
silicate	Indian	(27.25,27.5]	0.3687022	0.3373564	0.4000481
silicate	Indian	(27.5,27.75]	0.4664680	0.4369523	0.4959836
silicate	Indian	(27.75,27.85]	0.1740275	0.0653978	0.2826572
silicate	Indian	(27.85,27.95]	0.1137938	-0.0381484	0.2657360
silicate	Indian	(27.95,28.05]	-0.1464018	-0.2722317	-0.0205719
silicate	Indian	(28.05,28.1]	-0.1605337	-0.2307237	-0.0903436
silicate	Indian	(28.1, Inf]	-0.2075573	-0.2270604	-0.1880542
silicate	Pacific	(-Inf,26]	-0.0503096	-0.1198143	0.0191951
silicate	Pacific	(26,26.5]	-0.6817843	-0.7097905	-0.6537781
silicate	Pacific	(26.5,26.75]	-0.5750352	-0.5975176	-0.5525529
silicate	Pacific	(26.75,27]	-0.3427188	-0.3917683	-0.2936693
silicate	Pacific	(27,27.25]	0.3565329	0.3518523	0.3612134
silicate	Pacific	(27.25,27.5]	0.7852391	0.7611395	0.8093388
silicate	Pacific	(27.5,27.75]	0.8525447	0.8365495	0.8685398
silicate	Pacific	(27.75,27.85]	0.8357035	0.8195044	0.8519026
silicate	Pacific	(27.85,27.95]	0.7592280	0.7285130	0.7899429
silicate	Pacific	(27.95,28.05]	0.5307494	0.5218143	0.5396846
silicate	Pacific	(28.05,28.1]	0.3171592	0.2598721	0.3744464
silicate	Pacific	(28.1, Inf]	0.2338992	0.2009767	0.2668217
temp	Atlantic	(-Inf,26]	-0.6266098	-0.6531608	-0.6000588
temp	Atlantic	(26,26.5]	0.1771987	0.1012800	0.2531175
temp	Atlantic	(26.5,26.75]	0.2486139	0.2184669	0.2787608
temp	Atlantic	(26.75,27]	0.4002156	0.3712325	0.4291987
temp	Atlantic	(27,27.25]	0.5370152	0.5293720	0.5446583
temp	Atlantic	(27.25,27.5]	0.6231007	0.6176469	0.6285545
temp	Atlantic	(27.5,27.75]	0.6693602	0.6363974	0.7023230
temp	Atlantic	(27.75,27.85]	0.7087751	0.7001484	0.7174019
temp	Atlantic	(27.85,27.95]	0.6600652	0.6346129	0.6855175
temp	Atlantic	(27.95,28.05]	0.7127009	0.7102848	0.7151170
temp	Atlantic	(28.05,28.1]	0.6974504	0.6803721	0.7145287
temp	Atlantic	(28.1,28.15]	0.6666636	0.6127967	0.7205305
temp	Atlantic	(28.15,28.2]	0.5725390	0.4418644	0.7032136
temp	Atlantic	(28.2, Inf]	0.3927911	0.2275809	0.5580014
temp	Indian	(-Inf,26]	-0.7832150	-0.7886029	-0.7778271
temp	Indian	(26,26.5]	0.6920868	0.5392807	0.8448929
temp	Indian	(26.5,26.75]	0.7691792	0.6475355	0.8908229
temp	Indian	(26.75,27]	0.7313987	0.6142425	0.8485549
temp	Indian	(27,27.25]	0.5399823	0.5166285	0.5633361
temp	Indian	(27.25,27.5]	0.1074689	0.0872664	0.1276714
temp	Indian	(27.5,27.75]	0.1088875	0.0905032	0.1272719
temp	Indian	(27.75,27.85]	0.1461367	0.0674008	0.2248726
temp	Indian	(27.85,27.95]	0.3456997	0.2328269	0.4585725
temp	Indian	(27.95,28.05]	0.3515791	0.2185576	0.4846006
temp	Indian	(28.05,28.1]	0.2653333	0.1228457	0.4078209
temp	Indian	(28.1, Inf]	0.4256876	0.3103580	0.5410171
temp	Pacific	(-Inf,26]	-0.4556853	-0.5424308	-0.3689398
temp	Pacific	(26,26.5]	0.7592669	0.7154449	0.8030888
temp	Pacific	(26.5,26.75]	0.7202746	0.6497114	0.7908377
temp	Pacific	(26.75,27]	0.5173840	0.4610632	0.5737048
temp	Pacific	(27,27.25]	-0.1195235	-0.1241132	-0.1149337
temp	Pacific	(27.25,27.5]	-0.2594514	-0.3589898	-0.1599130
temp	Pacific	(27.5,27.75]	-0.2024667	-0.2796641	-0.1252694
temp	Pacific	(27.75,27.85]	-0.1030261	-0.2896196	0.0835673
temp	Pacific	(27.85,27.95]	-0.0858300	-0.3644123	0.1927522
temp	Pacific	(27.95,28.05]	-0.0525174	-0.2901391	0.1851043
temp	Pacific	(28.05,28.1]	0.0825949	-0.0811181	0.2463078
temp	Pacific	(28.1, Inf]	0.2250512	0.1707323	0.2793700

rm(cor_target_predictor, cor_target_predictor_stats)

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.9      kableExtra_1.3.1 knitr_1.33      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3   
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.5   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 nortest_1.0-4            DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              gridExtra_2.3           
[16] tidyselect_1.1.0         curl_4.3                 compiler_4.0.3          
[19] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[22] xml2_1.3.2               labeling_0.4.2           sass_0.4.0              
[25] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[28] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[31] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.1.1       
[34] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[37] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[40] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[43] zip_2.1.1                car_3.0-10               magrittr_1.5            
[46] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[49] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[52] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[55] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[58] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[61] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[64] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[67] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[70] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[73] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[76] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[79] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[82] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[85] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1